[2025-12-15T20:15:03.801896] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-15T20:15:03.970396] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-15T20:15:04.138857] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-15T20:15:04.309228] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-15T20:15:04.310335] [WARN ] [STATE     ] State set to: WAITING
[2025-12-15T20:15:04.310404] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-15T20:15:04.380878] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-15T20:15:04.385033] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-15), and is a dependency of this service.
[2025-12-15T20:15:04.453025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-15T20:15:04.520115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-15T20:15:04.585508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-15T20:15:04.585749] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-15T20:15:04.585814] [INFO ] [CACHE     ] Starting cache update
[2025-12-15T20:15:04.585853] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-15T20:15:04.589429] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-15T20:15:04.589699] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-15T20:15:04.589744] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-15T20:15:04.589774] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-15T20:15:04.589824] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-15T20:15:04.656099] [DEBUG] [REMOTE    ] Fetched 3591 unique symbols from directory listing.
[2025-12-15T20:15:04.671903] [INFO ] [sig       ] Skipping 3591 symbols with existing configuration
[2025-12-15T20:15:04.672018] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-15T20:15:04.673502] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-15T20:15:04.673549] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-15T20:15:04.783441] [DEBUG] [REMOTE    ] Fetched 3591 unique symbols from directory listing.
[2025-12-15T20:15:04.787538] [INFO ] [sig       ] Found 3591 active symbols to forecast
[2025-12-15T20:15:04.790451] [INFO ] [sig       ] [1/3591] Forecasting A...
[2025-12-15T20:15:04.790511] [INFO ] [sig       ] Generating forecast for: A
[2025-12-15T20:15:04.790547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-15T20:15:04.802374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-15T20:15:04.802874] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-15T20:15:04.803792] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-15T20:15:04.803845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:04.803877] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:04.803905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:04.803963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:04.864730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:04.865434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:04.865529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:04.865562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:04.992743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:04.992886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:04.992926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:04.992972] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:04.996533] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-15T20:15:04.996846] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-15T20:15:04.996988] [INFO ] [sig       ] A: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:05.140645] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/A.txt
[2025-12-15T20:15:05.140788] [INFO ] [sig       ] [1/3591] Completed A in 0.4s | 2.85 sym/s | Total: 0.4s | ETA: 21.0m
[2025-12-15T20:15:05.140830] [INFO ] [sig       ] [2/3591] Forecasting AAL...
[2025-12-15T20:15:05.140861] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-15T20:15:05.140894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-15T20:15:05.152480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-15T20:15:05.152765] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-15T20:15:05.153587] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-15T20:15:05.153640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:05.153672] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:05.153700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:05.153758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:05.210027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:05.210756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:05.210852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:05.210887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:05.331082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:05.331223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:05.331261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:05.331290] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:05.334673] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-15T20:15:05.334953] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-15T20:15:05.335082] [INFO ] [sig       ] AAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:05.475099] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AAL.txt
[2025-12-15T20:15:05.475229] [INFO ] [sig       ] [2/3591] Completed AAL in 0.3s | 2.92 sym/s | Total: 0.7s | ETA: 20.5m
[2025-12-15T20:15:05.475269] [INFO ] [sig       ] [3/3591] Forecasting AAOI...
[2025-12-15T20:15:05.475298] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-15T20:15:05.475328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-15T20:15:05.488788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-15T20:15:05.489143] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-15T20:15:05.489965] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-15T20:15:05.490017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:05.490048] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:05.490075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:05.490131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:05.546322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:05.546983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:05.547088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:05.547133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:05.667689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:05.667837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:05.667877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:05.667905] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:05.671317] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-15T20:15:05.671623] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-15T20:15:05.671757] [INFO ] [sig       ] AAOI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:05.811624] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AAOI.txt
[2025-12-15T20:15:05.811759] [INFO ] [sig       ] [3/3591] Completed AAOI in 0.3s | 2.94 sym/s | Total: 1.0s | ETA: 20.4m
[2025-12-15T20:15:05.811800] [INFO ] [sig       ] [4/3591] Forecasting AAON...
[2025-12-15T20:15:05.811831] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-15T20:15:05.811861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-15T20:15:05.823706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-15T20:15:05.824056] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-15T20:15:05.824928] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-15T20:15:05.824980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:05.825013] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:05.825040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:05.825098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:05.883758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:05.884366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:05.884448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:05.884481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:06.004413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:06.004552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:06.004607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:06.004637] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:06.007965] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-15T20:15:06.008241] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-15T20:15:06.008368] [INFO ] [sig       ] AAON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:06.145743] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AAON.txt
[2025-12-15T20:15:06.145868] [INFO ] [sig       ] [4/3591] Completed AAON in 0.3s | 2.95 sym/s | Total: 1.4s | ETA: 20.3m
[2025-12-15T20:15:06.145908] [INFO ] [sig       ] [5/3591] Forecasting AAP...
[2025-12-15T20:15:06.145939] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-15T20:15:06.145969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-15T20:15:06.158040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-15T20:15:06.158404] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-15T20:15:06.159316] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-15T20:15:06.159370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:06.159402] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:06.159428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:06.159495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:06.215861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:06.216520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:06.216618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:06.216653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:06.338112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:06.338249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:06.338289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:06.338317] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:06.341787] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=28.65%)
[2025-12-15T20:15:06.342072] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-15T20:15:06.342211] [INFO ] [sig       ] AAP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:06.485985] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AAP.txt
[2025-12-15T20:15:06.486110] [INFO ] [sig       ] [5/3591] Completed AAP in 0.3s | 2.95 sym/s | Total: 1.7s | ETA: 20.3m
[2025-12-15T20:15:06.486149] [INFO ] [sig       ] [6/3591] Forecasting AAPB...
[2025-12-15T20:15:06.486179] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-15T20:15:06.486208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-15T20:15:06.498415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-15T20:15:06.498772] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-15T20:15:06.499594] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-15T20:15:06.499645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:06.499678] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:06.499704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:06.499760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:06.558157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:06.559065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:06.559147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:06.559180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:06.676679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:06.676826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:06.676866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:06.676895] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:06.680251] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2025-12-15T20:15:06.680527] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-15T20:15:06.680674] [INFO ] [sig       ] AAPB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:06.823006] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AAPB.txt
[2025-12-15T20:15:06.823160] [INFO ] [sig       ] [6/3591] Completed AAPB in 0.3s | 2.95 sym/s | Total: 2.0s | ETA: 20.2m
[2025-12-15T20:15:06.823202] [INFO ] [sig       ] [7/3591] Forecasting AAPD...
[2025-12-15T20:15:06.823231] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-15T20:15:06.823262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-15T20:15:06.835611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-15T20:15:06.835953] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-15T20:15:06.836760] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-15T20:15:06.836812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:06.836844] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:06.836872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:06.836929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:06.894455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:06.895079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:06.895162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:06.895196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:07.017762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:07.017919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:07.017961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:07.017989] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:07.021505] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-15T20:15:07.021810] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-15T20:15:07.021945] [INFO ] [sig       ] AAPD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:07.161889] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AAPD.txt
[2025-12-15T20:15:07.162014] [INFO ] [sig       ] [7/3591] Completed AAPD in 0.3s | 2.95 sym/s | Total: 2.4s | ETA: 20.2m
[2025-12-15T20:15:07.162053] [INFO ] [sig       ] [8/3591] Forecasting AAPL...
[2025-12-15T20:15:07.162083] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-15T20:15:07.162113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-15T20:15:07.174166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-15T20:15:07.174497] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-15T20:15:07.175281] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-15T20:15:07.175333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:07.175365] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:07.175394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:07.175453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:07.231344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:07.231995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:07.232075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:07.232107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:07.354225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:07.354372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:07.354409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:07.354438] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:07.357805] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-15T20:15:07.358083] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-15T20:15:07.358211] [INFO ] [sig       ] AAPL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:07.494275] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AAPL.txt
[2025-12-15T20:15:07.494424] [INFO ] [sig       ] [8/3591] Completed AAPL in 0.3s | 2.96 sym/s | Total: 2.7s | ETA: 20.2m
[2025-12-15T20:15:07.494472] [INFO ] [sig       ] [9/3591] Forecasting AAXJ...
[2025-12-15T20:15:07.494508] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-15T20:15:07.494541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-15T20:15:07.506292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-15T20:15:07.506672] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-15T20:15:07.507458] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-15T20:15:07.507509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:07.507541] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:07.507584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:07.507649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:07.562725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:07.563510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:07.563610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:07.563645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:07.695450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:07.695632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:07.695675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:07.695703] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:07.699197] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=39.62%)
[2025-12-15T20:15:07.699489] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-15T20:15:07.699646] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:07.842740] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AAXJ.txt
[2025-12-15T20:15:07.842919] [INFO ] [sig       ] [9/3591] Completed AAXJ in 0.3s | 2.95 sym/s | Total: 3.1s | ETA: 20.2m
[2025-12-15T20:15:07.842961] [INFO ] [sig       ] [10/3591] Forecasting AB...
[2025-12-15T20:15:07.842993] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-15T20:15:07.843028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-15T20:15:07.855416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-15T20:15:07.855843] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-15T20:15:07.856790] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-15T20:15:07.856844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:07.856904] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:07.856933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:07.856993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:07.913985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:07.914934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:07.915023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:07.915057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:08.034791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:08.034951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:08.034994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:08.035024] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:08.038489] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-15T20:15:08.038801] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-15T20:15:08.038964] [INFO ] [sig       ] AB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:08.180212] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AB.txt
[2025-12-15T20:15:08.180357] [INFO ] [sig       ] [10/3591] Completed AB in 0.3s | 2.95 sym/s | Total: 3.4s | ETA: 20.2m
[2025-12-15T20:15:08.180400] [INFO ] [sig       ] [11/3591] Forecasting ABCB...
[2025-12-15T20:15:08.180432] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-15T20:15:08.180462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-15T20:15:08.192681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-15T20:15:08.193039] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-15T20:15:08.193836] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-15T20:15:08.193888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:08.193920] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:08.193946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:08.194003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:08.252384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:08.253353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:08.253435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:08.253468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:08.375117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:08.375255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:08.375297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:08.375325] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:08.378702] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-15T20:15:08.379009] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-15T20:15:08.379141] [INFO ] [sig       ] ABCB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:08.518866] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ABCB.txt
[2025-12-15T20:15:08.519029] [INFO ] [sig       ] [11/3591] Completed ABCB in 0.3s | 2.95 sym/s | Total: 3.7s | ETA: 20.2m
[2025-12-15T20:15:08.519071] [INFO ] [sig       ] [12/3591] Forecasting ABCL...
[2025-12-15T20:15:08.519101] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-15T20:15:08.519130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-15T20:15:08.532006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-15T20:15:08.532404] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-15T20:15:08.533266] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-15T20:15:08.533319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:08.533352] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:08.533379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:08.533437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:08.594451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:08.595343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:08.595428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:08.595461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:08.719512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:08.719703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:08.719743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:08.719772] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:08.723316] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=64.71%)
[2025-12-15T20:15:08.723693] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-15T20:15:08.723846] [INFO ] [sig       ] ABCL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:08.913764] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ABCL.txt
[2025-12-15T20:15:08.913935] [INFO ] [sig       ] [12/3591] Completed ABCL in 0.4s | 2.91 sym/s | Total: 4.1s | ETA: 20.5m
[2025-12-15T20:15:08.913977] [INFO ] [sig       ] [13/3591] Forecasting ABEO...
[2025-12-15T20:15:08.914005] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-15T20:15:08.914038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-15T20:15:08.929000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-15T20:15:08.929545] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-15T20:15:08.930891] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-15T20:15:08.930956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:08.930992] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:08.931024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:08.931099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:08.996411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:08.997517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:08.997641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:08.997685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:09.154491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:09.154717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:09.154780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:09.154879] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:09.160075] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=51.27%)
[2025-12-15T20:15:09.160628] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-15T20:15:09.160846] [INFO ] [sig       ] ABEO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:09.344611] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ABEO.txt
[2025-12-15T20:15:09.344831] [INFO ] [sig       ] [13/3591] Completed ABEO in 0.4s | 2.85 sym/s | Total: 4.6s | ETA: 20.9m
[2025-12-15T20:15:09.344882] [INFO ] [sig       ] [14/3591] Forecasting ABG...
[2025-12-15T20:15:09.344917] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-15T20:15:09.344955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-15T20:15:09.363993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-15T20:15:09.364564] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-15T20:15:09.365896] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-15T20:15:09.365968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:09.366026] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:09.366073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:09.366167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:09.441030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:09.442287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:09.442405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:09.442461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:09.617209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:09.617431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:09.617499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:09.617551] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:09.623041] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-15T20:15:09.623537] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-15T20:15:09.623768] [INFO ] [sig       ] ABG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:09.826471] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ABG.txt
[2025-12-15T20:15:09.826762] [INFO ] [sig       ] [14/3591] Completed ABG in 0.5s | 2.78 sym/s | Total: 5.0s | ETA: 21.4m
[2025-12-15T20:15:09.826836] [INFO ] [sig       ] [15/3591] Forecasting ABL...
[2025-12-15T20:15:09.826890] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-15T20:15:09.826943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-15T20:15:09.845382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-15T20:15:09.845936] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-15T20:15:09.847163] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-15T20:15:09.847234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:09.847286] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:09.847334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:09.847428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:09.918148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:09.919190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:09.919284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:09.919318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:10.053620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:10.053807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:10.053862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:10.053893] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:10.057801] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=70.66%)
[2025-12-15T20:15:10.058166] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-15T20:15:10.058324] [INFO ] [sig       ] ABL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:10.213274] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ABL.txt
[2025-12-15T20:15:10.213442] [INFO ] [sig       ] [15/3591] Completed ABL in 0.4s | 2.77 sym/s | Total: 5.4s | ETA: 21.5m
[2025-12-15T20:15:10.213489] [INFO ] [sig       ] [16/3591] Forecasting ABM...
[2025-12-15T20:15:10.213520] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-15T20:15:10.213554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-15T20:15:10.226540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-15T20:15:10.226971] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-15T20:15:10.227821] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-15T20:15:10.227875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:10.227906] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:10.227933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:10.227988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:10.292429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:10.293496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:10.293621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:10.293671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:10.440329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:10.440507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:10.440560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:10.440621] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:10.444413] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-15T20:15:10.444825] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-15T20:15:10.444986] [INFO ] [sig       ] ABM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:10.593381] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ABM.txt
[2025-12-15T20:15:10.593514] [INFO ] [sig       ] [16/3591] Completed ABM in 0.4s | 2.76 sym/s | Total: 5.8s | ETA: 21.6m
[2025-12-15T20:15:10.593556] [INFO ] [sig       ] [17/3591] Forecasting ABNB...
[2025-12-15T20:15:10.593602] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-15T20:15:10.593634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-15T20:15:10.607134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-15T20:15:10.607529] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-15T20:15:10.608345] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-15T20:15:10.608399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:10.608431] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:10.608459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:10.608516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:10.670872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:10.671920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:10.672024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:10.672058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:10.796880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:10.797039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:10.797079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:10.797107] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:10.800679] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-15T20:15:10.800990] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-15T20:15:10.801130] [INFO ] [sig       ] ABNB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:10.974146] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ABNB.txt
[2025-12-15T20:15:10.974305] [INFO ] [sig       ] [17/3591] Completed ABNB in 0.4s | 2.75 sym/s | Total: 6.2s | ETA: 21.7m
[2025-12-15T20:15:10.974349] [INFO ] [sig       ] [18/3591] Forecasting ABOS...
[2025-12-15T20:15:10.974379] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-15T20:15:10.974410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-15T20:15:10.987261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-15T20:15:10.987633] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-15T20:15:10.988415] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-15T20:15:10.988468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:10.988512] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:10.988540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:10.988613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:11.048005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:11.048786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:11.048870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:11.048922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:11.169636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:11.169794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:11.169835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:11.169864] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:11.173283] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=31.74%)
[2025-12-15T20:15:11.173567] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-15T20:15:11.173719] [INFO ] [sig       ] ABOS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:11.322345] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ABOS.txt
[2025-12-15T20:15:11.322498] [INFO ] [sig       ] [18/3591] Completed ABOS in 0.3s | 2.76 sym/s | Total: 6.5s | ETA: 21.6m
[2025-12-15T20:15:11.322540] [INFO ] [sig       ] [19/3591] Forecasting ABSI...
[2025-12-15T20:15:11.322586] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-15T20:15:11.322619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-15T20:15:11.334838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-15T20:15:11.335230] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-15T20:15:11.336030] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-15T20:15:11.336082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:11.336113] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:11.336140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:11.336198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:11.395347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:11.396375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:11.396468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:11.396503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:11.518242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:11.518405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:11.518444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:11.518473] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:11.521962] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-15T20:15:11.522247] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-15T20:15:11.522390] [INFO ] [sig       ] ABSI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:11.666751] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ABSI.txt
[2025-12-15T20:15:11.666947] [INFO ] [sig       ] [19/3591] Completed ABSI in 0.3s | 2.76 sym/s | Total: 6.9s | ETA: 21.5m
[2025-12-15T20:15:11.666996] [INFO ] [sig       ] [20/3591] Forecasting ABUS...
[2025-12-15T20:15:11.667032] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-15T20:15:11.667069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-15T20:15:11.688065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-15T20:15:11.688543] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-15T20:15:11.689783] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-15T20:15:11.689842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:11.689876] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:11.689906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:11.689977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:11.753955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:11.755122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:11.755441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:11.755478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:11.888882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:11.889080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:11.889125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:11.889156] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:11.893171] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-15T20:15:11.893535] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-15T20:15:11.893706] [INFO ] [sig       ] ABUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:12.037370] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ABUS.txt
[2025-12-15T20:15:12.037526] [INFO ] [sig       ] [20/3591] Completed ABUS in 0.4s | 2.76 sym/s | Total: 7.2s | ETA: 21.6m
[2025-12-15T20:15:12.037586] [INFO ] [sig       ] [21/3591] Forecasting ABVC...
[2025-12-15T20:15:12.037619] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-15T20:15:12.037650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-15T20:15:12.050832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-15T20:15:12.051241] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-15T20:15:12.052135] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-15T20:15:12.052189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:12.052223] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:12.052250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:12.052309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:12.111336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:12.112277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:12.112367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:12.112401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:12.233362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:12.233539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:12.233597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:12.233628] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:12.237159] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2025-12-15T20:15:12.237658] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-15T20:15:12.237787] [INFO ] [sig       ] ABVC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:12.380689] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ABVC.txt
[2025-12-15T20:15:12.380853] [INFO ] [sig       ] [21/3591] Completed ABVC in 0.3s | 2.77 sym/s | Total: 7.6s | ETA: 21.5m
[2025-12-15T20:15:12.380907] [INFO ] [sig       ] [22/3591] Forecasting ABVE...
[2025-12-15T20:15:12.380939] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-15T20:15:12.380971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-15T20:15:12.393080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-15T20:15:12.393654] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-15T20:15:12.394664] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-15T20:15:12.394715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:12.394746] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:12.394772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:12.394828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:12.451298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:12.452218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:12.452300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:12.452332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:12.570973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:12.571117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:12.571157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:12.571185] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:12.574962] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=57.23%)
[2025-12-15T20:15:12.575254] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-15T20:15:12.575388] [INFO ] [sig       ] ABVE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:12.720611] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ABVE.txt
[2025-12-15T20:15:12.720967] [INFO ] [sig       ] [22/3591] Completed ABVE in 0.3s | 2.77 sym/s | Total: 7.9s | ETA: 21.4m
[2025-12-15T20:15:12.721007] [INFO ] [sig       ] [23/3591] Forecasting ABVX...
[2025-12-15T20:15:12.721038] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-15T20:15:12.721067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-15T20:15:12.734896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-15T20:15:12.735323] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-15T20:15:12.736316] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-15T20:15:12.736368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:12.736400] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:12.736426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:12.736482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:12.794462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:12.795341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:12.795429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:12.795461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:12.917748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:12.917904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:12.917945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:12.917975] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:12.921837] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=41.09%)
[2025-12-15T20:15:12.922206] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-15T20:15:12.922378] [INFO ] [sig       ] ABVX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:13.064050] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ABVX.txt
[2025-12-15T20:15:13.064247] [INFO ] [sig       ] [23/3591] Completed ABVX in 0.3s | 2.78 sym/s | Total: 8.3s | ETA: 21.4m
[2025-12-15T20:15:13.064292] [INFO ] [sig       ] [24/3591] Forecasting ACA...
[2025-12-15T20:15:13.064321] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-15T20:15:13.064354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-15T20:15:13.078642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-15T20:15:13.079051] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-15T20:15:13.080083] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-15T20:15:13.080137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:13.080170] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:13.080197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:13.080255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:13.137871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:13.138820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:13.138932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:13.138965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:13.260708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:13.261063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:13.261102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:13.261130] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:13.264812] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-15T20:15:13.265111] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-15T20:15:13.265248] [INFO ] [sig       ] ACA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:13.407420] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACA.txt
[2025-12-15T20:15:13.407598] [INFO ] [sig       ] [24/3591] Completed ACA in 0.3s | 2.79 sym/s | Total: 8.6s | ETA: 21.3m
[2025-12-15T20:15:13.407642] [INFO ] [sig       ] [25/3591] Forecasting ACAD...
[2025-12-15T20:15:13.407672] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-15T20:15:13.407703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-15T20:15:13.421467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-15T20:15:13.421904] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-15T20:15:13.422758] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-15T20:15:13.422812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:13.422844] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:13.422871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:13.422936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:13.481376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:13.482288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:13.482374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:13.482409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:13.602477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:13.602660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:13.602701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:13.602746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:13.606359] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=63.23%)
[2025-12-15T20:15:13.606781] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-15T20:15:13.606975] [INFO ] [sig       ] ACAD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:13.762920] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACAD.txt
[2025-12-15T20:15:13.763092] [INFO ] [sig       ] [25/3591] Completed ACAD in 0.4s | 2.79 sym/s | Total: 9.0s | ETA: 21.3m
[2025-12-15T20:15:13.763137] [INFO ] [sig       ] [26/3591] Forecasting ACB...
[2025-12-15T20:15:13.763167] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-15T20:15:13.763198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-15T20:15:13.777301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-15T20:15:13.777939] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-15T20:15:13.779021] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-15T20:15:13.779075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:13.779108] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:13.779134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:13.779200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:13.837962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:13.838841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:13.838951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:13.838987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:13.965259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:13.965418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:13.965459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:13.965488] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:13.969146] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-15T20:15:13.969432] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-15T20:15:13.969602] [INFO ] [sig       ] ACB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:14.111763] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACB.txt
[2025-12-15T20:15:14.111912] [INFO ] [sig       ] [26/3591] Completed ACB in 0.3s | 2.79 sym/s | Total: 9.3s | ETA: 21.3m
[2025-12-15T20:15:14.111954] [INFO ] [sig       ] [27/3591] Forecasting ACCO...
[2025-12-15T20:15:14.111984] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-15T20:15:14.112015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-15T20:15:14.125902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-15T20:15:14.126333] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-15T20:15:14.127183] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-15T20:15:14.127239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:14.127301] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:14.127331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:14.127391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:14.185892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:14.186781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:14.186882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:14.186916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:14.310931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:14.311088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:14.311128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:14.311157] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:14.314610] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=84.12%)
[2025-12-15T20:15:14.314908] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-15T20:15:14.315039] [INFO ] [sig       ] ACCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:14.455708] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACCO.txt
[2025-12-15T20:15:14.455864] [INFO ] [sig       ] [27/3591] Completed ACCO in 0.3s | 2.79 sym/s | Total: 9.7s | ETA: 21.3m
[2025-12-15T20:15:14.455907] [INFO ] [sig       ] [28/3591] Forecasting ACDC...
[2025-12-15T20:15:14.455936] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-15T20:15:14.455966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-15T20:15:14.469034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-15T20:15:14.469448] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-15T20:15:14.470260] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-15T20:15:14.470312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:14.470344] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:14.470370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:14.470426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:14.526673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:14.527419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:14.527500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:14.527533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:14.639969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:14.640126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:14.640167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:14.640195] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:14.643663] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-15T20:15:14.643942] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-15T20:15:14.644075] [INFO ] [sig       ] ACDC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:14.785806] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACDC.txt
[2025-12-15T20:15:14.785964] [INFO ] [sig       ] [28/3591] Completed ACDC in 0.3s | 2.80 sym/s | Total: 10.0s | ETA: 21.2m
[2025-12-15T20:15:14.786005] [INFO ] [sig       ] [29/3591] Forecasting ACEL...
[2025-12-15T20:15:14.786037] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-15T20:15:14.786067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-15T20:15:14.798642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-15T20:15:14.799077] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-15T20:15:14.799908] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-15T20:15:14.799962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:14.799994] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:14.800031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:14.800089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:14.855963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:14.856690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:14.856772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:14.856805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:14.983056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:14.983502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:14.983561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:14.983609] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:14.988144] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-12-15T20:15:14.988484] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-15T20:15:14.988652] [INFO ] [sig       ] ACEL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:15.131267] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACEL.txt
[2025-12-15T20:15:15.131421] [INFO ] [sig       ] [29/3591] Completed ACEL in 0.3s | 2.80 sym/s | Total: 10.3s | ETA: 21.2m
[2025-12-15T20:15:15.131469] [INFO ] [sig       ] [30/3591] Forecasting ACGL...
[2025-12-15T20:15:15.131500] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-15T20:15:15.131536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-15T20:15:15.146257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-15T20:15:15.146668] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-15T20:15:15.147490] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-15T20:15:15.147546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:15.147604] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:15.147634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:15.147722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:15.210630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:15.211503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:15.211624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:15.211674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:15.335333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:15.335482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:15.335524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:15.335621] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:15.339118] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-12-15T20:15:15.339402] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-15T20:15:15.339536] [INFO ] [sig       ] ACGL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:15.481318] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACGL.txt
[2025-12-15T20:15:15.481460] [INFO ] [sig       ] [30/3591] Completed ACGL in 0.3s | 2.81 sym/s | Total: 10.7s | ETA: 21.2m
[2025-12-15T20:15:15.481503] [INFO ] [sig       ] [31/3591] Forecasting ACGLN...
[2025-12-15T20:15:15.481533] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-15T20:15:15.481564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-15T20:15:15.494035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-15T20:15:15.494393] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-15T20:15:15.495211] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-15T20:15:15.495265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:15.495298] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:15.495327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:15.495386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:15.553463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:15.554235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:15.554323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:15.554357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:15.679267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:15.679440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:15.679480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:15.679508] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:15.683093] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=33.44%)
[2025-12-15T20:15:15.683458] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-15T20:15:15.683659] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:15.838052] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACGLN.txt
[2025-12-15T20:15:15.838214] [INFO ] [sig       ] [31/3591] Completed ACGLN in 0.4s | 2.81 sym/s | Total: 11.0s | ETA: 21.1m
[2025-12-15T20:15:15.838264] [INFO ] [sig       ] [32/3591] Forecasting ACGLO...
[2025-12-15T20:15:15.838293] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-15T20:15:15.838323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-15T20:15:15.850819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-15T20:15:15.851202] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-15T20:15:15.852087] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-15T20:15:15.852141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:15.852174] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:15.852201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:15.852260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:15.911620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:15.912558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:15.912685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:15.912727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:16.033709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:16.033866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:16.033907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:16.033937] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:16.037455] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=74.39%)
[2025-12-15T20:15:16.037778] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-15T20:15:16.037924] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:16.178950] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACGLO.txt
[2025-12-15T20:15:16.179113] [INFO ] [sig       ] [32/3591] Completed ACGLO in 0.3s | 2.81 sym/s | Total: 11.4s | ETA: 21.1m
[2025-12-15T20:15:16.179155] [INFO ] [sig       ] [33/3591] Forecasting ACHC...
[2025-12-15T20:15:16.179190] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-15T20:15:16.179221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-15T20:15:16.191548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-15T20:15:16.191973] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-15T20:15:16.192772] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-15T20:15:16.192824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:16.192856] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:16.192882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:16.192938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:16.250204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:16.251061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:16.251146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:16.251178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:16.375244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:16.375400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:16.375440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:16.375469] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:16.379004] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=62.32%)
[2025-12-15T20:15:16.379340] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-15T20:15:16.379486] [INFO ] [sig       ] ACHC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:16.521855] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACHC.txt
[2025-12-15T20:15:16.522016] [INFO ] [sig       ] [33/3591] Completed ACHC in 0.3s | 2.81 sym/s | Total: 11.7s | ETA: 21.1m
[2025-12-15T20:15:16.522056] [INFO ] [sig       ] [34/3591] Forecasting ACI...
[2025-12-15T20:15:16.522086] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-15T20:15:16.522118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-15T20:15:16.534561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-15T20:15:16.535011] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-15T20:15:16.535829] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-15T20:15:16.535882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:16.535914] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:16.535940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:16.535997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:16.592459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:16.593368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:16.593452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:16.593484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:16.713630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:16.713784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:16.713823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:16.713852] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:16.717216] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-15T20:15:16.717489] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-15T20:15:16.717640] [INFO ] [sig       ] ACI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:16.857672] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACI.txt
[2025-12-15T20:15:16.857809] [INFO ] [sig       ] [34/3591] Completed ACI in 0.3s | 2.82 sym/s | Total: 12.1s | ETA: 21.0m
[2025-12-15T20:15:16.857849] [INFO ] [sig       ] [35/3591] Forecasting ACIC...
[2025-12-15T20:15:16.857880] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-15T20:15:16.857911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-15T20:15:16.872098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-15T20:15:16.872496] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-15T20:15:16.873526] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-15T20:15:16.873609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:16.873644] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:16.873671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:16.873728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:16.938168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:16.939011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:16.939097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:16.939129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:17.059427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:17.059595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:17.059636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:17.059664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:17.063101] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=31.21%)
[2025-12-15T20:15:17.063389] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-15T20:15:17.063522] [INFO ] [sig       ] ACIC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:17.203727] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACIC.txt
[2025-12-15T20:15:17.203858] [INFO ] [sig       ] [35/3591] Completed ACIC in 0.3s | 2.82 sym/s | Total: 12.4s | ETA: 21.0m
[2025-12-15T20:15:17.203898] [INFO ] [sig       ] [36/3591] Forecasting ACLS...
[2025-12-15T20:15:17.203928] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-15T20:15:17.203959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-15T20:15:17.216986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-15T20:15:17.217384] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-15T20:15:17.218276] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-15T20:15:17.218330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:17.218362] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:17.218389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:17.218446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:17.280387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:17.281354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:17.281444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:17.281478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:17.408231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:17.408399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:17.408440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:17.408487] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:17.412294] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-12-15T20:15:17.412651] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-15T20:15:17.412802] [INFO ] [sig       ] ACLS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:17.556734] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACLS.txt
[2025-12-15T20:15:17.556887] [INFO ] [sig       ] [36/3591] Completed ACLS in 0.4s | 2.82 sym/s | Total: 12.8s | ETA: 21.0m
[2025-12-15T20:15:17.556927] [INFO ] [sig       ] [37/3591] Forecasting ACLX...
[2025-12-15T20:15:17.556957] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-15T20:15:17.556986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-15T20:15:17.569157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-15T20:15:17.569546] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-15T20:15:17.570364] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-15T20:15:17.570416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:17.570446] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:17.570474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:17.570530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:17.628436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:17.629449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:17.629608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:17.629656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:17.762970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:17.763128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:17.763182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:17.763215] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:17.766905] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-12-15T20:15:17.767192] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-15T20:15:17.767330] [INFO ] [sig       ] ACLX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:17.927675] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACLX.txt
[2025-12-15T20:15:17.927837] [INFO ] [sig       ] [37/3591] Completed ACLX in 0.4s | 2.82 sym/s | Total: 13.1s | ETA: 21.0m
[2025-12-15T20:15:17.927878] [INFO ] [sig       ] [38/3591] Forecasting ACM...
[2025-12-15T20:15:17.927909] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-15T20:15:17.927939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-15T20:15:17.941349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-15T20:15:17.941764] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-15T20:15:17.942590] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-15T20:15:17.942646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:17.942679] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:17.942707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:17.942765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:18.004628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:18.005520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:18.005631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:18.005671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:18.127024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:18.127186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:18.127227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:18.127258] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:18.131192] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=89.28%)
[2025-12-15T20:15:18.131545] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-15T20:15:18.131721] [INFO ] [sig       ] ACM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:18.271375] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACM.txt
[2025-12-15T20:15:18.271515] [INFO ] [sig       ] [38/3591] Completed ACM in 0.3s | 2.82 sym/s | Total: 13.5s | ETA: 21.0m
[2025-12-15T20:15:18.271558] [INFO ] [sig       ] [39/3591] Forecasting ACN...
[2025-12-15T20:15:18.271608] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-15T20:15:18.271641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-15T20:15:18.284302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-15T20:15:18.284711] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-15T20:15:18.285492] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-15T20:15:18.285544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:18.285593] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:18.285623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:18.285679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:18.344403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:18.345243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:18.345327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:18.345362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:18.468039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:18.468193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:18.468233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:18.468262] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:18.471785] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-15T20:15:18.472092] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-15T20:15:18.472224] [INFO ] [sig       ] ACN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:18.611217] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACN.txt
[2025-12-15T20:15:18.611357] [INFO ] [sig       ] [39/3591] Completed ACN in 0.3s | 2.82 sym/s | Total: 13.8s | ETA: 21.0m
[2025-12-15T20:15:18.611398] [INFO ] [sig       ] [40/3591] Forecasting ACNB...
[2025-12-15T20:15:18.611429] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-15T20:15:18.611459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-15T20:15:18.623540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-15T20:15:18.623929] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-15T20:15:18.624719] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-15T20:15:18.624770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:18.624801] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:18.624826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:18.624892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:18.681616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:18.682347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:18.682429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:18.682463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:18.793183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:18.793335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:18.793375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:18.793405] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:18.796815] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=27.43%)
[2025-12-15T20:15:18.797101] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-15T20:15:18.797230] [INFO ] [sig       ] ACNB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:18.935047] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACNB.txt
[2025-12-15T20:15:18.935206] [INFO ] [sig       ] [40/3591] Completed ACNB in 0.3s | 2.83 sym/s | Total: 14.1s | ETA: 20.9m
[2025-12-15T20:15:18.935248] [INFO ] [sig       ] [41/3591] Forecasting ACON...
[2025-12-15T20:15:18.935278] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-15T20:15:18.935309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-15T20:15:18.948049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-15T20:15:18.948424] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-15T20:15:18.949310] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-15T20:15:18.949364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:18.949395] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:18.949421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:18.949481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:19.013463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:19.014504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:19.014622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:19.014664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:19.137548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:19.137727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:19.137775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:19.137809] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:19.141181] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: UP (p=55.66%)
[2025-12-15T20:15:19.141456] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-15T20:15:19.141602] [INFO ] [sig       ] ACON: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:19.279255] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACON.txt
[2025-12-15T20:15:19.279405] [INFO ] [sig       ] [41/3591] Completed ACON in 0.3s | 2.83 sym/s | Total: 14.5s | ETA: 20.9m
[2025-12-15T20:15:19.279447] [INFO ] [sig       ] [42/3591] Forecasting ACP...
[2025-12-15T20:15:19.279476] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-15T20:15:19.279507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-15T20:15:19.292207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-15T20:15:19.292597] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-15T20:15:19.293412] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-15T20:15:19.293476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:19.293509] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:19.293537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:19.293612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:19.350625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:19.351338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:19.351418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:19.351450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:19.468321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:19.468463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:19.468502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:19.468530] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:19.471947] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=84.88%)
[2025-12-15T20:15:19.472216] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-15T20:15:19.472342] [INFO ] [sig       ] ACP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:19.612979] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACP.txt
[2025-12-15T20:15:19.613133] [INFO ] [sig       ] [42/3591] Completed ACP in 0.3s | 2.83 sym/s | Total: 14.8s | ETA: 20.9m
[2025-12-15T20:15:19.613175] [INFO ] [sig       ] [43/3591] Forecasting ACRE...
[2025-12-15T20:15:19.613204] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-15T20:15:19.613234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-15T20:15:19.625644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-15T20:15:19.626001] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-15T20:15:19.626785] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-15T20:15:19.626836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:19.626867] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:19.626893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:19.626949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:19.683358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:19.684391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:19.684475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:19.684507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:19.813190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:19.813342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:19.813381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:19.813410] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:19.816792] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2025-12-15T20:15:19.817071] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-15T20:15:19.817205] [INFO ] [sig       ] ACRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:19.955557] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACRE.txt
[2025-12-15T20:15:19.955728] [INFO ] [sig       ] [43/3591] Completed ACRE in 0.3s | 2.84 sym/s | Total: 15.2s | ETA: 20.9m
[2025-12-15T20:15:19.955770] [INFO ] [sig       ] [44/3591] Forecasting ACRS...
[2025-12-15T20:15:19.955799] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-15T20:15:19.955830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-15T20:15:19.968085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-15T20:15:19.968494] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-15T20:15:19.969515] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-15T20:15:19.969569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:19.969661] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:19.969691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:19.969749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:20.026186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:20.027070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:20.027158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:20.027191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:20.149968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:20.150123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:20.150162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:20.150191] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:20.154072] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-15T20:15:20.154344] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-15T20:15:20.154476] [INFO ] [sig       ] ACRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:20.290837] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACRS.txt
[2025-12-15T20:15:20.290979] [INFO ] [sig       ] [44/3591] Completed ACRS in 0.3s | 2.84 sym/s | Total: 15.5s | ETA: 20.8m
[2025-12-15T20:15:20.291020] [INFO ] [sig       ] [45/3591] Forecasting ACTG...
[2025-12-15T20:15:20.291048] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-15T20:15:20.291078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-15T20:15:20.303431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-15T20:15:20.303864] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-15T20:15:20.304682] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-15T20:15:20.304740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:20.304774] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:20.304801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:20.304859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:20.361589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:20.362265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:20.362347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:20.362379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:20.487394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:20.487527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:20.487567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:20.487615] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:20.491372] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-12-15T20:15:20.491672] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-15T20:15:20.491803] [INFO ] [sig       ] ACTG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:20.632236] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACTG.txt
[2025-12-15T20:15:20.632386] [INFO ] [sig       ] [45/3591] Completed ACTG in 0.3s | 2.84 sym/s | Total: 15.8s | ETA: 20.8m
[2025-12-15T20:15:20.632426] [INFO ] [sig       ] [46/3591] Forecasting ACVA...
[2025-12-15T20:15:20.632457] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-15T20:15:20.632487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-15T20:15:20.645210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-15T20:15:20.645623] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-15T20:15:20.646418] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-15T20:15:20.646469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:20.646502] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:20.646528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:20.646602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:20.704309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:20.705098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:20.705181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:20.705215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:20.823249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:20.823403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:20.823444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:20.823473] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:20.826924] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-15T20:15:20.827204] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-15T20:15:20.827336] [INFO ] [sig       ] ACVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:20.965759] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ACVA.txt
[2025-12-15T20:15:20.965909] [INFO ] [sig       ] [46/3591] Completed ACVA in 0.3s | 2.84 sym/s | Total: 16.2s | ETA: 20.8m
[2025-12-15T20:15:20.965949] [INFO ] [sig       ] [47/3591] Forecasting ACWI...
[2025-12-15T20:15:20.965977] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-15T20:15:20.966010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-15T20:15:20.979845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-15T20:15:20.980236] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-15T20:15:20.981073] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-15T20:15:20.981127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:20.981160] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:20.981188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:20.981245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:21.040031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:21.040871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:21.040958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:21.040993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:21.161955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:21.162111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:21.162151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:21.162213] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:21.165683] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-15T20:15:21.165986] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-15T20:15:21.166117] [INFO ] [sig       ] ACWI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:21.305708] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACWI.txt
[2025-12-15T20:15:21.305841] [INFO ] [sig       ] [47/3591] Completed ACWI in 0.3s | 2.85 sym/s | Total: 16.5s | ETA: 20.8m
[2025-12-15T20:15:21.305883] [INFO ] [sig       ] [48/3591] Forecasting ACWX...
[2025-12-15T20:15:21.305913] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-15T20:15:21.305944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-15T20:15:21.320021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-15T20:15:21.320385] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-15T20:15:21.321185] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-15T20:15:21.321239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:21.321271] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:21.321299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:21.321357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:21.381356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:21.382321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:21.382419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:21.382455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:21.505908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:21.506061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:21.506101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:21.506129] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:21.509683] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=29.02%)
[2025-12-15T20:15:21.509966] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-15T20:15:21.510108] [INFO ] [sig       ] ACWX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:21.650508] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACWX.txt
[2025-12-15T20:15:21.650657] [INFO ] [sig       ] [48/3591] Completed ACWX in 0.3s | 2.85 sym/s | Total: 16.9s | ETA: 20.7m
[2025-12-15T20:15:21.650710] [INFO ] [sig       ] [49/3591] Forecasting ACXP...
[2025-12-15T20:15:21.650741] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-15T20:15:21.650776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-15T20:15:21.662989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-15T20:15:21.663349] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-15T20:15:21.664168] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-15T20:15:21.664219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:21.664250] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:21.664276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:21.664339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:21.720014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:21.720759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:21.720841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:21.720872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:21.849155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:21.849332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:21.849375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:21.849404] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:21.852890] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-15T20:15:21.853181] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-15T20:15:21.853318] [INFO ] [sig       ] ACXP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:21.994021] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ACXP.txt
[2025-12-15T20:15:21.994179] [INFO ] [sig       ] [49/3591] Completed ACXP in 0.3s | 2.85 sym/s | Total: 17.2s | ETA: 20.7m
[2025-12-15T20:15:21.994222] [INFO ] [sig       ] [50/3591] Forecasting ADBE...
[2025-12-15T20:15:21.994251] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-15T20:15:21.994282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-15T20:15:22.006698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-15T20:15:22.007113] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-15T20:15:22.008001] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-15T20:15:22.008058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:22.008090] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:22.008116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:22.008172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:22.064692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:22.065544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:22.065651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:22.065685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:22.193473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:22.193647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:22.193695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:22.193737] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:22.197273] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-15T20:15:22.197565] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-15T20:15:22.197719] [INFO ] [sig       ] ADBE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:22.340202] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ADBE.txt
[2025-12-15T20:15:22.340378] [INFO ] [sig       ] [50/3591] Completed ADBE in 0.3s | 2.85 sym/s | Total: 17.5s | ETA: 20.7m
[2025-12-15T20:15:22.340448] [INFO ] [sig       ] [51/3591] Forecasting ADC...
[2025-12-15T20:15:22.340495] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-15T20:15:22.340542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-15T20:15:22.352726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-15T20:15:22.353097] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-15T20:15:22.353908] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-15T20:15:22.353962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:22.353994] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:22.354021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:22.354078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:22.409421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:22.410230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:22.410311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:22.410343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:22.529021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:22.529181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:22.529220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:22.529249] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:22.532964] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-15T20:15:22.533238] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-15T20:15:22.533368] [INFO ] [sig       ] ADC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:22.672145] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ADC.txt
[2025-12-15T20:15:22.672279] [INFO ] [sig       ] [51/3591] Completed ADC in 0.3s | 2.85 sym/s | Total: 17.9s | ETA: 20.7m
[2025-12-15T20:15:22.672319] [INFO ] [sig       ] [52/3591] Forecasting ADEA...
[2025-12-15T20:15:22.672350] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-15T20:15:22.672379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-15T20:15:22.684535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-15T20:15:22.684892] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-15T20:15:22.685685] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-15T20:15:22.685737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:22.685768] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:22.685795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:22.685852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:22.741033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:22.741737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:22.741819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:22.741852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:22.858741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:22.858886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:22.858955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:22.858984] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:22.862330] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-15T20:15:22.862622] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-15T20:15:22.862755] [INFO ] [sig       ] ADEA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:23.000304] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ADEA.txt
[2025-12-15T20:15:23.000464] [INFO ] [sig       ] [52/3591] Completed ADEA in 0.3s | 2.86 sym/s | Total: 18.2s | ETA: 20.7m
[2025-12-15T20:15:23.000505] [INFO ] [sig       ] [53/3591] Forecasting ADI...
[2025-12-15T20:15:23.000536] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-15T20:15:23.000565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-15T20:15:23.012890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-15T20:15:23.013286] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-15T20:15:23.014159] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-15T20:15:23.014213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:23.014257] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:23.014286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:23.014344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:23.071928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:23.072809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:23.072894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:23.072929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:23.198929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:23.199095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:23.199138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:23.199167] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:23.202709] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-15T20:15:23.203006] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-15T20:15:23.203142] [INFO ] [sig       ] ADI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:23.343203] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ADI.txt
[2025-12-15T20:15:23.343359] [INFO ] [sig       ] [53/3591] Completed ADI in 0.3s | 2.86 sym/s | Total: 18.6s | ETA: 20.6m
[2025-12-15T20:15:23.343419] [INFO ] [sig       ] [54/3591] Forecasting ADM...
[2025-12-15T20:15:23.343471] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-15T20:15:23.343505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-15T20:15:23.356208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-15T20:15:23.356586] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-15T20:15:23.357353] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-15T20:15:23.357405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:23.357436] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:23.357463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:23.357520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:23.412808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:23.413406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:23.413510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:23.413543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:23.531420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:23.531583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:23.531625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:23.531662] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:23.534988] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-15T20:15:23.535258] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-15T20:15:23.535383] [INFO ] [sig       ] ADM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:23.675292] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ADM.txt
[2025-12-15T20:15:23.675422] [INFO ] [sig       ] [54/3591] Completed ADM in 0.3s | 2.86 sym/s | Total: 18.9s | ETA: 20.6m
[2025-12-15T20:15:23.675461] [INFO ] [sig       ] [55/3591] Forecasting ADMA...
[2025-12-15T20:15:23.675491] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-15T20:15:23.675520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-15T20:15:23.687777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-15T20:15:23.688130] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-15T20:15:23.688942] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-15T20:15:23.688995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:23.689027] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:23.689054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:23.689111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:23.744798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:23.745389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:23.745466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:23.745498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:23.863915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:23.864069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:23.864109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:23.864138] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:23.867449] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=75.98%)
[2025-12-15T20:15:23.867739] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-15T20:15:23.867879] [INFO ] [sig       ] ADMA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:24.005229] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ADMA.txt
[2025-12-15T20:15:24.005343] [INFO ] [sig       ] [55/3591] Completed ADMA in 0.3s | 2.86 sym/s | Total: 19.2s | ETA: 20.6m
[2025-12-15T20:15:24.005382] [INFO ] [sig       ] [56/3591] Forecasting ADP...
[2025-12-15T20:15:24.005412] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-15T20:15:24.005441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-15T20:15:24.017642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-15T20:15:24.017985] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-15T20:15:24.018771] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-15T20:15:24.018822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:24.018853] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:24.018880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:24.018965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:24.074768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:24.075361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:24.075440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:24.075472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:24.202815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:24.202967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:24.203006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:24.203038] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:24.206447] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-15T20:15:24.206758] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-15T20:15:24.206889] [INFO ] [sig       ] ADP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:24.347275] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ADP.txt
[2025-12-15T20:15:24.347408] [INFO ] [sig       ] [56/3591] Completed ADP in 0.3s | 2.86 sym/s | Total: 19.6s | ETA: 20.6m
[2025-12-15T20:15:24.347447] [INFO ] [sig       ] [57/3591] Forecasting ADSE...
[2025-12-15T20:15:24.347483] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-15T20:15:24.347513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-15T20:15:24.360208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-15T20:15:24.360589] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-15T20:15:24.361379] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-15T20:15:24.361432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:24.361464] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:24.361492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:24.361550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:24.423262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:24.424233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:24.424323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:24.424357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:24.556475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:24.556658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:24.556710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:24.556749] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:24.560537] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-15T20:15:24.560914] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-15T20:15:24.561084] [INFO ] [sig       ] ADSE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:24.706390] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ADSE.txt
[2025-12-15T20:15:24.706625] [INFO ] [sig       ] [57/3591] Completed ADSE in 0.4s | 2.86 sym/s | Total: 19.9s | ETA: 20.6m
[2025-12-15T20:15:24.706688] [INFO ] [sig       ] [58/3591] Forecasting ADSK...
[2025-12-15T20:15:24.706728] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-15T20:15:24.706765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-15T20:15:24.720230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-15T20:15:24.720664] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-15T20:15:24.721480] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-15T20:15:24.721535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:24.721568] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:24.721623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:24.721682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:24.779402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:24.780276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:24.780368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:24.780402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:24.903120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:24.903274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:24.903314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:24.903344] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:24.906714] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=63.72%)
[2025-12-15T20:15:24.906991] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-15T20:15:24.907121] [INFO ] [sig       ] ADSK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:25.047312] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ADSK.txt
[2025-12-15T20:15:25.047483] [INFO ] [sig       ] [58/3591] Completed ADSK in 0.3s | 2.86 sym/s | Total: 20.3s | ETA: 20.6m
[2025-12-15T20:15:25.047540] [INFO ] [sig       ] [59/3591] Forecasting ADTN...
[2025-12-15T20:15:25.047589] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-15T20:15:25.047623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-15T20:15:25.060840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-15T20:15:25.061239] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-15T20:15:25.062255] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-15T20:15:25.062308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:25.062340] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:25.062368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:25.062425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:25.122879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:25.123763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:25.123851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:25.123884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:25.249472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:25.249646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:25.249688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:25.249717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:25.253100] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-15T20:15:25.253379] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-15T20:15:25.253513] [INFO ] [sig       ] ADTN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:25.393805] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ADTN.txt
[2025-12-15T20:15:25.393953] [INFO ] [sig       ] [59/3591] Completed ADTN in 0.3s | 2.86 sym/s | Total: 20.6s | ETA: 20.6m
[2025-12-15T20:15:25.393994] [INFO ] [sig       ] [60/3591] Forecasting ADTX...
[2025-12-15T20:15:25.394023] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-15T20:15:25.394053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-15T20:15:25.406426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-15T20:15:25.406839] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-15T20:15:25.407656] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-15T20:15:25.407710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:25.407744] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:25.407773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:25.407831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:25.463628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:25.464444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:25.464526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:25.464559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:25.573556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:25.573739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:25.573779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:25.573827] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:25.577482] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-12-15T20:15:25.577788] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-15T20:15:25.577924] [INFO ] [sig       ] ADTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:25.719277] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ADTX.txt
[2025-12-15T20:15:25.719419] [INFO ] [sig       ] [60/3591] Completed ADTX in 0.3s | 2.87 sym/s | Total: 20.9s | ETA: 20.5m
[2025-12-15T20:15:25.719461] [INFO ] [sig       ] [61/3591] Forecasting ADUS...
[2025-12-15T20:15:25.719489] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-15T20:15:25.719519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-15T20:15:25.732313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-15T20:15:25.732728] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-15T20:15:25.733564] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-15T20:15:25.733640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:25.733700] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:25.733730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:25.733799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:25.792282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:25.793192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:25.793279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:25.793314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:25.914181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:25.914337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:25.914377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:25.914405] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:25.917805] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=41.70%)
[2025-12-15T20:15:25.918088] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-15T20:15:25.918220] [INFO ] [sig       ] ADUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:26.056208] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ADUS.txt
[2025-12-15T20:15:26.056357] [INFO ] [sig       ] [61/3591] Completed ADUS in 0.3s | 2.87 sym/s | Total: 21.3s | ETA: 20.5m
[2025-12-15T20:15:26.056398] [INFO ] [sig       ] [62/3591] Forecasting ADX...
[2025-12-15T20:15:26.056429] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-15T20:15:26.056458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-15T20:15:26.069302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-15T20:15:26.069716] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-15T20:15:26.070557] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-15T20:15:26.070636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:26.070670] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:26.070698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:26.070758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:26.126710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:26.127548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:26.127653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:26.127721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:26.254368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:26.254529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:26.254606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:26.254642] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:26.258470] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=84.25%)
[2025-12-15T20:15:26.258800] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-15T20:15:26.258978] [INFO ] [sig       ] ADX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:26.414037] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ADX.txt
[2025-12-15T20:15:26.414197] [INFO ] [sig       ] [62/3591] Completed ADX in 0.4s | 2.87 sym/s | Total: 21.6s | ETA: 20.5m
[2025-12-15T20:15:26.414240] [INFO ] [sig       ] [63/3591] Forecasting AEE...
[2025-12-15T20:15:26.414269] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-15T20:15:26.414299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-15T20:15:26.426297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-15T20:15:26.426664] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-15T20:15:26.427428] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-15T20:15:26.427480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:26.427512] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:26.427538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:26.427618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:26.483214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:26.483860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:26.483942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:26.483973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:26.607516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:26.607686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:26.607725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:26.607753] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:26.611122] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=69.62%)
[2025-12-15T20:15:26.611403] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-15T20:15:26.611530] [INFO ] [sig       ] AEE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:26.756893] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEE.txt
[2025-12-15T20:15:26.757058] [INFO ] [sig       ] [63/3591] Completed AEE in 0.3s | 2.87 sym/s | Total: 22.0s | ETA: 20.5m
[2025-12-15T20:15:26.757098] [INFO ] [sig       ] [64/3591] Forecasting AEFC...
[2025-12-15T20:15:26.757129] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-15T20:15:26.757160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-15T20:15:26.769273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-15T20:15:26.769705] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-15T20:15:26.770530] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-15T20:15:26.770619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:26.770668] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:26.770710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:26.770771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:26.827507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:26.828459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:26.828565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:26.828628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:26.950887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:26.951043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:26.951084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:26.951150] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:26.955242] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-15T20:15:26.955669] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-15T20:15:26.955856] [INFO ] [sig       ] AEFC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:27.101086] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AEFC.txt
[2025-12-15T20:15:27.101247] [INFO ] [sig       ] [64/3591] Completed AEFC in 0.3s | 2.87 sym/s | Total: 22.3s | ETA: 20.5m
[2025-12-15T20:15:27.101291] [INFO ] [sig       ] [65/3591] Forecasting AEG...
[2025-12-15T20:15:27.101322] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-15T20:15:27.101353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-15T20:15:27.113640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-15T20:15:27.114040] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-15T20:15:27.114952] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-15T20:15:27.115007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:27.115040] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:27.115068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:27.115125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:27.172142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:27.172765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:27.172848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:27.172881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:27.292081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:27.292209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:27.292246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:27.292274] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:27.295519] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2025-12-15T20:15:27.295806] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-15T20:15:27.295933] [INFO ] [sig       ] AEG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:27.433936] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEG.txt
[2025-12-15T20:15:27.434044] [INFO ] [sig       ] [65/3591] Completed AEG in 0.3s | 2.87 sym/s | Total: 22.6s | ETA: 20.5m
[2025-12-15T20:15:27.434082] [INFO ] [sig       ] [66/3591] Forecasting AEHL...
[2025-12-15T20:15:27.434112] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-15T20:15:27.434141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-15T20:15:27.446822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-15T20:15:27.447156] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-15T20:15:27.447949] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-15T20:15:27.448000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:27.448031] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:27.448058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:27.448115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:27.503967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:27.504559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:27.504656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:27.504688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:27.626950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:27.627108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:27.627148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:27.627177] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:27.630672] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-15T20:15:27.630956] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-15T20:15:27.631085] [INFO ] [sig       ] AEHL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:27.773378] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEHL.txt
[2025-12-15T20:15:27.773541] [INFO ] [sig       ] [66/3591] Completed AEHL in 0.3s | 2.87 sym/s | Total: 23.0s | ETA: 20.5m
[2025-12-15T20:15:27.773601] [INFO ] [sig       ] [67/3591] Forecasting AEI...
[2025-12-15T20:15:27.773634] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-15T20:15:27.773663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-15T20:15:27.791427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-15T20:15:27.792212] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-15T20:15:27.793379] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-15T20:15:27.793438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:27.793474] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:27.793504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:27.793566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:27.854728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:27.856072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:27.856191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:27.856227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:27.980661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:27.980910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:27.980957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:27.980986] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:27.985178] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=67.48%)
[2025-12-15T20:15:27.985567] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-15T20:15:27.985750] [INFO ] [sig       ] AEI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:28.136119] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEI.txt
[2025-12-15T20:15:28.136482] [INFO ] [sig       ] [67/3591] Completed AEI in 0.4s | 2.87 sym/s | Total: 23.3s | ETA: 20.5m
[2025-12-15T20:15:28.136526] [INFO ] [sig       ] [68/3591] Forecasting AEIS...
[2025-12-15T20:15:28.136556] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-15T20:15:28.136607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-15T20:15:28.150340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-15T20:15:28.150793] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-15T20:15:28.151733] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-15T20:15:28.151792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:28.151826] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:28.151853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:28.151915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:28.210819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:28.211731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:28.211818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:28.211852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:28.332906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:28.333055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:28.333099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:28.333128] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:28.336524] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=56.99%)
[2025-12-15T20:15:28.336828] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-15T20:15:28.336965] [INFO ] [sig       ] AEIS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:28.476208] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEIS.txt
[2025-12-15T20:15:28.476362] [INFO ] [sig       ] [68/3591] Completed AEIS in 0.3s | 2.87 sym/s | Total: 23.7s | ETA: 20.5m
[2025-12-15T20:15:28.476404] [INFO ] [sig       ] [69/3591] Forecasting AEM...
[2025-12-15T20:15:28.476436] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-15T20:15:28.476466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-15T20:15:28.489203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-15T20:15:28.489570] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-15T20:15:28.490359] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-15T20:15:28.490410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:28.490442] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:28.490469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:28.490525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:28.547003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:28.547874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:28.547959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:28.547992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:28.674597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:28.674749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:28.674788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:28.674818] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:28.678336] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-15T20:15:28.678647] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-15T20:15:28.678780] [INFO ] [sig       ] AEM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:28.843207] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEM.txt
[2025-12-15T20:15:28.843369] [INFO ] [sig       ] [69/3591] Completed AEM in 0.4s | 2.87 sym/s | Total: 24.1s | ETA: 20.5m
[2025-12-15T20:15:28.843411] [INFO ] [sig       ] [70/3591] Forecasting AEO...
[2025-12-15T20:15:28.843443] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-15T20:15:28.843473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-15T20:15:28.856213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-15T20:15:28.856606] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-15T20:15:28.857381] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-15T20:15:28.857433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:28.857464] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:28.857490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:28.857546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:28.913518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:28.914343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:28.914424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:28.914457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:29.042396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:29.042552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:29.042611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:29.042642] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:29.046084] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=66.48%)
[2025-12-15T20:15:29.046385] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-15T20:15:29.046525] [INFO ] [sig       ] AEO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:29.186888] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEO.txt
[2025-12-15T20:15:29.187048] [INFO ] [sig       ] [70/3591] Completed AEO in 0.3s | 2.87 sym/s | Total: 24.4s | ETA: 20.5m
[2025-12-15T20:15:29.187091] [INFO ] [sig       ] [71/3591] Forecasting AEP...
[2025-12-15T20:15:29.187123] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-15T20:15:29.187154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-15T20:15:29.199911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-15T20:15:29.200292] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-15T20:15:29.201088] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-15T20:15:29.201139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:29.201170] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:29.201196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:29.201251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:29.258356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:29.259236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:29.259321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:29.259385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:29.381865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:29.382018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:29.382057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:29.382086] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:29.385542] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-15T20:15:29.385886] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-15T20:15:29.386030] [INFO ] [sig       ] AEP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:29.533078] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEP.txt
[2025-12-15T20:15:29.533228] [INFO ] [sig       ] [71/3591] Completed AEP in 0.3s | 2.87 sym/s | Total: 24.7s | ETA: 20.4m
[2025-12-15T20:15:29.533270] [INFO ] [sig       ] [72/3591] Forecasting AES...
[2025-12-15T20:15:29.533300] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-15T20:15:29.533330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-15T20:15:29.546060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-15T20:15:29.546440] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-15T20:15:29.547223] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-15T20:15:29.547275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:29.547307] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:29.547333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:29.547389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:29.603638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:29.604447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:29.604532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:29.604565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:29.726053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:29.726202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:29.726242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:29.726270] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:29.729664] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=77.20%)
[2025-12-15T20:15:29.729972] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-15T20:15:29.730113] [INFO ] [sig       ] AES: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:29.868885] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AES.txt
[2025-12-15T20:15:29.869036] [INFO ] [sig       ] [72/3591] Completed AES in 0.3s | 2.87 sym/s | Total: 25.1s | ETA: 20.4m
[2025-12-15T20:15:29.869075] [INFO ] [sig       ] [73/3591] Forecasting AESI...
[2025-12-15T20:15:29.869104] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-15T20:15:29.869134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-15T20:15:29.882318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-15T20:15:29.882733] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-15T20:15:29.883527] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-15T20:15:29.883597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:29.883631] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:29.883657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:29.883715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:29.940694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:29.941570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:29.941677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:29.941713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:30.058627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:30.058793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:30.058855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:30.058888] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:30.062744] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-12-15T20:15:30.063042] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-15T20:15:30.063187] [INFO ] [sig       ] AESI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:30.206335] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AESI.txt
[2025-12-15T20:15:30.206492] [INFO ] [sig       ] [73/3591] Completed AESI in 0.3s | 2.87 sym/s | Total: 25.4s | ETA: 20.4m
[2025-12-15T20:15:30.206537] [INFO ] [sig       ] [74/3591] Forecasting AEVA...
[2025-12-15T20:15:30.206598] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-15T20:15:30.206656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-15T20:15:30.219220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-15T20:15:30.219627] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-15T20:15:30.220420] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-15T20:15:30.220472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:30.220503] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:30.220531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:30.220608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:30.282415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:30.283319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:30.283406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:30.283441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:30.416205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:30.416362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:30.416402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:30.416430] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:30.419911] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-12-15T20:15:30.420199] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-15T20:15:30.420333] [INFO ] [sig       ] AEVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:30.561709] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEVA.txt
[2025-12-15T20:15:30.561887] [INFO ] [sig       ] [74/3591] Completed AEVA in 0.4s | 2.87 sym/s | Total: 25.8s | ETA: 20.4m
[2025-12-15T20:15:30.561930] [INFO ] [sig       ] [75/3591] Forecasting AEYE...
[2025-12-15T20:15:30.561962] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-15T20:15:30.561993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-15T20:15:30.574484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-15T20:15:30.574891] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-15T20:15:30.575682] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-15T20:15:30.575734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:30.575767] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:30.575794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:30.575851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:30.632118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:30.632990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:30.633075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:30.633108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:30.749470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:30.749642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:30.749683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:30.749713] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:30.753096] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=67.26%)
[2025-12-15T20:15:30.753378] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-15T20:15:30.753507] [INFO ] [sig       ] AEYE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:30.891262] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AEYE.txt
[2025-12-15T20:15:30.891414] [INFO ] [sig       ] [75/3591] Completed AEYE in 0.3s | 2.87 sym/s | Total: 26.1s | ETA: 20.4m
[2025-12-15T20:15:30.891453] [INFO ] [sig       ] [76/3591] Forecasting AFB...
[2025-12-15T20:15:30.891485] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-15T20:15:30.891516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-15T20:15:30.903613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-15T20:15:30.903995] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-15T20:15:30.904795] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-15T20:15:30.904845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:30.904877] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:30.904904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:30.904962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:30.962660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:30.963523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:30.963627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:30.963661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:31.086419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:31.086586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:31.086634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:31.086664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:31.090062] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-15T20:15:31.090339] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-15T20:15:31.090467] [INFO ] [sig       ] AFB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:31.231204] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AFB.txt
[2025-12-15T20:15:31.231362] [INFO ] [sig       ] [76/3591] Completed AFB in 0.3s | 2.87 sym/s | Total: 26.4s | ETA: 20.4m
[2025-12-15T20:15:31.231406] [INFO ] [sig       ] [77/3591] Forecasting AFCG...
[2025-12-15T20:15:31.231437] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-15T20:15:31.231467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-15T20:15:31.245453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-15T20:15:31.245857] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-15T20:15:31.246660] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-15T20:15:31.246713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:31.246756] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:31.246785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:31.246842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:31.302672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:31.303520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:31.303625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:31.303662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:31.423569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:31.423755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:31.423795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:31.423824] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:31.427335] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-12-15T20:15:31.427631] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-15T20:15:31.427789] [INFO ] [sig       ] AFCG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:31.570005] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AFCG.txt
[2025-12-15T20:15:31.570157] [INFO ] [sig       ] [77/3591] Completed AFCG in 0.3s | 2.88 sym/s | Total: 26.8s | ETA: 20.4m
[2025-12-15T20:15:31.570199] [INFO ] [sig       ] [78/3591] Forecasting AFG...
[2025-12-15T20:15:31.570228] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-15T20:15:31.570257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-15T20:15:31.583126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-15T20:15:31.583486] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-15T20:15:31.584315] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-15T20:15:31.584369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:31.584443] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:31.584472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:31.584530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:31.642885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:31.643697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:31.643781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:31.643815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:31.764251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:31.764399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:31.764438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:31.764468] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:31.767930] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-12-15T20:15:31.768215] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-15T20:15:31.768345] [INFO ] [sig       ] AFG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:31.907990] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AFG.txt
[2025-12-15T20:15:31.908110] [INFO ] [sig       ] [78/3591] Completed AFG in 0.3s | 2.88 sym/s | Total: 27.1s | ETA: 20.4m
[2025-12-15T20:15:31.908149] [INFO ] [sig       ] [79/3591] Forecasting AFGC...
[2025-12-15T20:15:31.908179] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-15T20:15:31.908208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-15T20:15:31.921854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-15T20:15:31.922214] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-15T20:15:31.923003] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-15T20:15:31.923058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:31.923089] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:31.923116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:31.923173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:31.980451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:31.981145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:31.981225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:31.981257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:32.093237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:32.093387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:32.093426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:32.093455] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:32.097277] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-15T20:15:32.097559] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-15T20:15:32.097708] [INFO ] [sig       ] AFGC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:32.236450] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AFGC.txt
[2025-12-15T20:15:32.236597] [INFO ] [sig       ] [79/3591] Completed AFGC in 0.3s | 2.88 sym/s | Total: 27.4s | ETA: 20.3m
[2025-12-15T20:15:32.236640] [INFO ] [sig       ] [80/3591] Forecasting AFL...
[2025-12-15T20:15:32.236669] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-15T20:15:32.236699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-15T20:15:32.249056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-15T20:15:32.249404] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-15T20:15:32.250176] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-15T20:15:32.250227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:32.250259] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:32.250286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:32.250342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:32.306717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:32.307382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:32.307465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:32.307498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:32.428256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:32.428417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:32.428457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:32.428485] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:32.431947] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=24.16%)
[2025-12-15T20:15:32.432223] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-15T20:15:32.432353] [INFO ] [sig       ] AFL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:32.573160] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AFL.txt
[2025-12-15T20:15:32.573317] [INFO ] [sig       ] [80/3591] Completed AFL in 0.3s | 2.88 sym/s | Total: 27.8s | ETA: 20.3m
[2025-12-15T20:15:32.573361] [INFO ] [sig       ] [81/3591] Forecasting AFRI...
[2025-12-15T20:15:32.573403] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-15T20:15:32.573444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-15T20:15:32.585348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-15T20:15:32.585717] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-15T20:15:32.586532] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-15T20:15:32.586617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:32.586652] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:32.586680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:32.586737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:32.649591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:32.650505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:32.650622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:32.650659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:32.751827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:32.751982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:32.752021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:32.752084] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:32.755534] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-12-15T20:15:32.755840] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-15T20:15:32.755977] [INFO ] [sig       ] AFRI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:32.895820] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AFRI.txt
[2025-12-15T20:15:32.895959] [INFO ] [sig       ] [81/3591] Completed AFRI in 0.3s | 2.88 sym/s | Total: 28.1s | ETA: 20.3m
[2025-12-15T20:15:32.896005] [INFO ] [sig       ] [82/3591] Forecasting AFRM...
[2025-12-15T20:15:32.896034] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-15T20:15:32.896064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-15T20:15:32.908189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-15T20:15:32.908556] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-15T20:15:32.909392] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-15T20:15:32.909444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:32.909489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:32.909544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:32.909628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:32.966810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:32.967502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:32.967602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:32.967639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:33.090625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:33.090768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:33.090808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:33.090836] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:33.094268] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-12-15T20:15:33.094556] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-15T20:15:33.094730] [INFO ] [sig       ] AFRM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:33.237168] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AFRM.txt
[2025-12-15T20:15:33.237333] [INFO ] [sig       ] [82/3591] Completed AFRM in 0.3s | 2.88 sym/s | Total: 28.4s | ETA: 20.3m
[2025-12-15T20:15:33.237383] [INFO ] [sig       ] [83/3591] Forecasting AFYA...
[2025-12-15T20:15:33.237412] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-15T20:15:33.237442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-15T20:15:33.250287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-15T20:15:33.250709] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-15T20:15:33.251492] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-15T20:15:33.251546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:33.251604] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:33.251635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:33.251693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:33.309085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:33.309963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:33.310048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:33.310082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:33.431770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:33.431924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:33.431965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:33.431995] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:33.435603] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-15T20:15:33.435903] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-15T20:15:33.436058] [INFO ] [sig       ] AFYA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:33.576545] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AFYA.txt
[2025-12-15T20:15:33.576709] [INFO ] [sig       ] [83/3591] Completed AFYA in 0.3s | 2.88 sym/s | Total: 28.8s | ETA: 20.3m
[2025-12-15T20:15:33.576752] [INFO ] [sig       ] [84/3591] Forecasting AG...
[2025-12-15T20:15:33.576781] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-15T20:15:33.576811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-15T20:15:33.589727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-15T20:15:33.590154] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-15T20:15:33.591015] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-15T20:15:33.591081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:33.591122] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:33.591152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:33.591209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:33.651504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:33.652597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:33.652683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:33.652716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:33.797837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:33.797997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:33.798042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:33.798088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:33.801623] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-15T20:15:33.801911] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-15T20:15:33.802045] [INFO ] [sig       ] AG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:33.950440] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AG.txt
[2025-12-15T20:15:33.950634] [INFO ] [sig       ] [84/3591] Completed AG in 0.4s | 2.88 sym/s | Total: 29.2s | ETA: 20.3m
[2025-12-15T20:15:33.950681] [INFO ] [sig       ] [85/3591] Forecasting AGCO...
[2025-12-15T20:15:33.950725] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-15T20:15:33.950773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-15T20:15:33.964142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-15T20:15:33.964603] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-15T20:15:33.965418] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-15T20:15:33.965470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:33.965503] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:33.965530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:33.965618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:34.021564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:34.022332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:34.022417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:34.022450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:34.145557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:34.145727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:34.145769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:34.145799] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:34.149326] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-15T20:15:34.149645] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-15T20:15:34.149787] [INFO ] [sig       ] AGCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:34.297697] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AGCO.txt
[2025-12-15T20:15:34.297876] [INFO ] [sig       ] [85/3591] Completed AGCO in 0.3s | 2.88 sym/s | Total: 29.5s | ETA: 20.3m
[2025-12-15T20:15:34.297926] [INFO ] [sig       ] [86/3591] Forecasting AGD...
[2025-12-15T20:15:34.297957] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-15T20:15:34.297998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-15T20:15:34.311428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-15T20:15:34.311868] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-15T20:15:34.312772] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-15T20:15:34.312830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:34.312865] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:34.312893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:34.312952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:34.373286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:34.374287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:34.374432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:34.374490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:34.499872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:34.500024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:34.500064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:34.500095] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:34.503679] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-15T20:15:34.504001] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-15T20:15:34.504164] [INFO ] [sig       ] AGD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:34.648705] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGD.txt
[2025-12-15T20:15:34.648886] [INFO ] [sig       ] [86/3591] Completed AGD in 0.4s | 2.88 sym/s | Total: 29.9s | ETA: 20.3m
[2025-12-15T20:15:34.648952] [INFO ] [sig       ] [87/3591] Forecasting AGEN...
[2025-12-15T20:15:34.648985] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-15T20:15:34.649019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-15T20:15:34.730474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-15T20:15:34.730891] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-15T20:15:34.731908] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-15T20:15:34.731963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:34.732003] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:34.732036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:34.732106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:34.790024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:34.790908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:34.790995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:34.791036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:34.914847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:34.915005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:34.915047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:34.915076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:34.918486] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-15T20:15:34.918788] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-15T20:15:34.918935] [INFO ] [sig       ] AGEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:35.062420] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AGEN.txt
[2025-12-15T20:15:35.062591] [INFO ] [sig       ] [87/3591] Completed AGEN in 0.4s | 2.87 sym/s | Total: 30.3s | ETA: 20.3m
[2025-12-15T20:15:35.062637] [INFO ] [sig       ] [88/3591] Forecasting AGI...
[2025-12-15T20:15:35.062670] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-15T20:15:35.062701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-15T20:15:35.075009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-15T20:15:35.075375] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-15T20:15:35.076152] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-15T20:15:35.076205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:35.076237] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:35.076265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:35.076334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:35.132193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:35.132864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:35.132969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:35.133002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:35.250426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:35.250596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:35.250637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:35.250665] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:35.254000] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-12-15T20:15:35.254300] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-15T20:15:35.254429] [INFO ] [sig       ] AGI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:35.391739] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGI.txt
[2025-12-15T20:15:35.391868] [INFO ] [sig       ] [88/3591] Completed AGI in 0.3s | 2.88 sym/s | Total: 30.6s | ETA: 20.3m
[2025-12-15T20:15:35.391908] [INFO ] [sig       ] [89/3591] Forecasting AGIO...
[2025-12-15T20:15:35.391937] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-15T20:15:35.391969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-15T20:15:35.404105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-15T20:15:35.404460] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-15T20:15:35.405246] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-15T20:15:35.405297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:35.405328] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:35.405354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:35.405411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:35.463811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:35.464465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:35.464550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:35.464599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:35.583493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:35.583662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:35.583703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:35.583731] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:35.587109] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-12-15T20:15:35.587377] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-15T20:15:35.587504] [INFO ] [sig       ] AGIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:35.725266] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGIO.txt
[2025-12-15T20:15:35.725391] [INFO ] [sig       ] [89/3591] Completed AGIO in 0.3s | 2.88 sym/s | Total: 30.9s | ETA: 20.3m
[2025-12-15T20:15:35.725430] [INFO ] [sig       ] [90/3591] Forecasting AGM...
[2025-12-15T20:15:35.725461] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-15T20:15:35.725491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-15T20:15:35.738328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-15T20:15:35.738752] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-15T20:15:35.739627] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-15T20:15:35.739705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:35.739746] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:35.739774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:35.739831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:35.796768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:35.797673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:35.797762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:35.797795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:35.919226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:35.919380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:35.919423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:35.919452] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:35.922979] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-15T20:15:35.923267] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-15T20:15:35.923405] [INFO ] [sig       ] AGM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:36.060593] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGM.txt
[2025-12-15T20:15:36.060749] [INFO ] [sig       ] [90/3591] Completed AGM in 0.3s | 2.88 sym/s | Total: 31.3s | ETA: 20.3m
[2025-12-15T20:15:36.060790] [INFO ] [sig       ] [91/3591] Forecasting AGMH...
[2025-12-15T20:15:36.060821] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-15T20:15:36.060851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-15T20:15:36.072853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-15T20:15:36.073270] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-15T20:15:36.074191] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-15T20:15:36.074248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:36.074283] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:36.074311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:36.074370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:36.131521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:36.132394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:36.132481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:36.132515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:36.248137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:36.248297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:36.248338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:36.248366] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:36.251883] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-15T20:15:36.252161] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-15T20:15:36.252290] [INFO ] [sig       ] AGMH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:36.393982] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AGMH.txt
[2025-12-15T20:15:36.394151] [INFO ] [sig       ] [91/3591] Completed AGMH in 0.3s | 2.88 sym/s | Total: 31.6s | ETA: 20.3m
[2025-12-15T20:15:36.394200] [INFO ] [sig       ] [92/3591] Forecasting AGNC...
[2025-12-15T20:15:36.394230] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-15T20:15:36.394260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-15T20:15:36.406411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-15T20:15:36.406768] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-15T20:15:36.407603] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-15T20:15:36.407654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:36.407686] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:36.407713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:36.407770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:36.463991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:36.464620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:36.464698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:36.464730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:36.587069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:36.587202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:36.587240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:36.587268] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:36.590763] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-15T20:15:36.591031] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-15T20:15:36.591161] [INFO ] [sig       ] AGNC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:36.728017] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGNC.txt
[2025-12-15T20:15:36.728133] [INFO ] [sig       ] [92/3591] Completed AGNC in 0.3s | 2.88 sym/s | Total: 31.9s | ETA: 20.2m
[2025-12-15T20:15:36.728172] [INFO ] [sig       ] [93/3591] Forecasting AGNCL...
[2025-12-15T20:15:36.728202] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-15T20:15:36.728232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-15T20:15:36.739987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-15T20:15:36.740335] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-15T20:15:36.741122] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-15T20:15:36.741174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:36.741205] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:36.741231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:36.741287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:36.797278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:36.797901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:36.797979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:36.798010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:36.903519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:36.903652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:36.903690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:36.903717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:36.906873] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-15T20:15:36.907138] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-15T20:15:36.907261] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:37.047485] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AGNCL.txt
[2025-12-15T20:15:37.047631] [INFO ] [sig       ] [93/3591] Completed AGNCL in 0.3s | 2.88 sym/s | Total: 32.3s | ETA: 20.2m
[2025-12-15T20:15:37.047674] [INFO ] [sig       ] [94/3591] Forecasting AGNCM...
[2025-12-15T20:15:37.047705] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-15T20:15:37.047735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-15T20:15:37.059887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-15T20:15:37.060252] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-15T20:15:37.061028] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-15T20:15:37.061090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:37.061129] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:37.061162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:37.061230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:37.121700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:37.122413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:37.122506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:37.122541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:37.230717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:37.230844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:37.230880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:37.230907] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:37.234379] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-15T20:15:37.234672] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-15T20:15:37.234797] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:37.373900] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AGNCM.txt
[2025-12-15T20:15:37.374020] [INFO ] [sig       ] [94/3591] Completed AGNCM in 0.3s | 2.88 sym/s | Total: 32.6s | ETA: 20.2m
[2025-12-15T20:15:37.374059] [INFO ] [sig       ] [95/3591] Forecasting AGNCN...
[2025-12-15T20:15:37.374088] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-15T20:15:37.374116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-15T20:15:37.386981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-15T20:15:37.387429] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-15T20:15:37.388261] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-15T20:15:37.388314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:37.388374] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:37.388403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:37.388461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:37.445410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:37.446250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:37.446341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:37.446374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:37.565019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:37.565183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:37.565226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:37.565255] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:37.568767] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=79.52%)
[2025-12-15T20:15:37.569077] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-15T20:15:37.569214] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:37.714648] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGNCN.txt
[2025-12-15T20:15:37.714826] [INFO ] [sig       ] [95/3591] Completed AGNCN in 0.3s | 2.89 sym/s | Total: 32.9s | ETA: 20.2m
[2025-12-15T20:15:37.714874] [INFO ] [sig       ] [96/3591] Forecasting AGNCO...
[2025-12-15T20:15:37.714907] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-15T20:15:37.714938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-15T20:15:37.727820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-15T20:15:37.728184] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-15T20:15:37.729039] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-15T20:15:37.729098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:37.729131] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:37.729157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:37.729213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:37.788226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:37.789063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:37.789152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:37.789186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:37.906111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:37.906268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:37.906310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:37.906340] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:37.909910] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-15T20:15:37.910205] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-15T20:15:37.910346] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:38.047763] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AGNCO.txt
[2025-12-15T20:15:38.047918] [INFO ] [sig       ] [96/3591] Completed AGNCO in 0.3s | 2.89 sym/s | Total: 33.3s | ETA: 20.2m
[2025-12-15T20:15:38.047959] [INFO ] [sig       ] [97/3591] Forecasting AGNCP...
[2025-12-15T20:15:38.047989] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-15T20:15:38.048019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-15T20:15:38.060393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-15T20:15:38.060804] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-15T20:15:38.061759] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-15T20:15:38.061814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:38.061848] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:38.061877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:38.061934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:38.119867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:38.120640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:38.120723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:38.120757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:38.243690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:38.243849] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:15:38.243890] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:38.243918] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:38.247367] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-12-15T20:15:38.247677] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-15T20:15:38.247824] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:38.386365] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGNCP.txt
[2025-12-15T20:15:38.386520] [INFO ] [sig       ] [97/3591] Completed AGNCP in 0.3s | 2.89 sym/s | Total: 33.6s | ETA: 20.2m
[2025-12-15T20:15:38.386561] [INFO ] [sig       ] [98/3591] Forecasting AGO...
[2025-12-15T20:15:38.386610] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-15T20:15:38.386642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-15T20:15:38.398729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-15T20:15:38.399122] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-15T20:15:38.399951] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-15T20:15:38.400005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:38.400040] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:38.400068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:38.400126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:38.457380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:38.458094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:38.458177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:38.458211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:38.578058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:38.578208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:38.578248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:38.578306] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:38.583038] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-15T20:15:38.583324] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-15T20:15:38.583458] [INFO ] [sig       ] AGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:38.725847] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AGO.txt
[2025-12-15T20:15:38.726011] [INFO ] [sig       ] [98/3591] Completed AGO in 0.3s | 2.89 sym/s | Total: 33.9s | ETA: 20.2m
[2025-12-15T20:15:38.726052] [INFO ] [sig       ] [99/3591] Forecasting AGRO...
[2025-12-15T20:15:38.726085] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-15T20:15:38.726116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-15T20:15:38.739204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-15T20:15:38.739642] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-15T20:15:38.740548] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-15T20:15:38.740626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:38.740662] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:38.740689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:38.740747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:38.799448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:38.800386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:38.800492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:38.800538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:38.923587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:38.923738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:38.923777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:38.923806] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:38.927203] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-15T20:15:38.927477] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-15T20:15:38.927625] [INFO ] [sig       ] AGRO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:39.069720] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGRO.txt
[2025-12-15T20:15:39.069878] [INFO ] [sig       ] [99/3591] Completed AGRO in 0.3s | 2.89 sym/s | Total: 34.3s | ETA: 20.2m
[2025-12-15T20:15:39.069918] [INFO ] [sig       ] [100/3591] Forecasting AGX...
[2025-12-15T20:15:39.069947] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-15T20:15:39.069979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-15T20:15:39.082895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-15T20:15:39.083290] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-15T20:15:39.084190] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-15T20:15:39.084251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:39.084290] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:39.084324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:39.084393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:39.143619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:39.144494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:39.144593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:39.144628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:39.266706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:39.266856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:39.266895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:39.266926] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:39.270463] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-12-15T20:15:39.270780] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-15T20:15:39.270915] [INFO ] [sig       ] AGX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:39.410364] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGX.txt
[2025-12-15T20:15:39.410511] [INFO ] [sig       ] [100/3591] Completed AGX in 0.3s | 2.89 sym/s | Total: 34.6s | ETA: 20.1m
[2025-12-15T20:15:39.410552] [INFO ] [sig       ] [101/3591] Forecasting AGYS...
[2025-12-15T20:15:39.410603] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-15T20:15:39.410647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-15T20:15:39.422900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-15T20:15:39.423288] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-15T20:15:39.424114] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-15T20:15:39.424182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:39.424216] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:39.424243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:39.424304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:39.481717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:39.482566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:39.482671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:39.482705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:39.605641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:39.605802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:39.605847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:39.605881] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:39.609712] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=63.46%)
[2025-12-15T20:15:39.610061] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-15T20:15:39.610212] [INFO ] [sig       ] AGYS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:39.758183] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGYS.txt
[2025-12-15T20:15:39.758348] [INFO ] [sig       ] [101/3591] Completed AGYS in 0.3s | 2.89 sym/s | Total: 35.0s | ETA: 20.1m
[2025-12-15T20:15:39.758389] [INFO ] [sig       ] [102/3591] Forecasting AGZD...
[2025-12-15T20:15:39.758419] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-15T20:15:39.758450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-15T20:15:39.771321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-15T20:15:39.771769] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-15T20:15:39.772642] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-15T20:15:39.772697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:39.772732] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:39.772761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:39.772819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:39.831324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:39.832280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:39.832380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:39.832416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:39.948761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:39.948938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:39.948980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:39.949011] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:39.952447] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-15T20:15:39.952765] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-15T20:15:39.952907] [INFO ] [sig       ] AGZD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:40.091795] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AGZD.txt
[2025-12-15T20:15:40.091929] [INFO ] [sig       ] [102/3591] Completed AGZD in 0.3s | 2.89 sym/s | Total: 35.3s | ETA: 20.1m
[2025-12-15T20:15:40.091970] [INFO ] [sig       ] [103/3591] Forecasting AHCO...
[2025-12-15T20:15:40.092000] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-15T20:15:40.092030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-15T20:15:40.103848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-15T20:15:40.104241] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-15T20:15:40.105036] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-15T20:15:40.105088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:40.105120] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:40.105147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:40.105204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:40.163626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:40.164638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:40.164726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:40.164760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:40.284439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:40.284613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:40.284655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:40.284685] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:40.288288] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-15T20:15:40.288569] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-15T20:15:40.288720] [INFO ] [sig       ] AHCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:40.435260] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AHCO.txt
[2025-12-15T20:15:40.435392] [INFO ] [sig       ] [103/3591] Completed AHCO in 0.3s | 2.89 sym/s | Total: 35.6s | ETA: 20.1m
[2025-12-15T20:15:40.435433] [INFO ] [sig       ] [104/3591] Forecasting AHH...
[2025-12-15T20:15:40.435462] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-15T20:15:40.435493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-15T20:15:40.447460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-15T20:15:40.447836] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-15T20:15:40.448664] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-15T20:15:40.448718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:40.448751] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:40.448779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:40.448837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:40.505970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:40.506771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:40.506858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:40.506893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:40.627129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:40.627282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:40.627323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:40.627353] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:40.630898] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-15T20:15:40.631188] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-15T20:15:40.631321] [INFO ] [sig       ] AHH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:40.770035] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AHH.txt
[2025-12-15T20:15:40.770176] [INFO ] [sig       ] [104/3591] Completed AHH in 0.3s | 2.89 sym/s | Total: 36.0s | ETA: 20.1m
[2025-12-15T20:15:40.770224] [INFO ] [sig       ] [105/3591] Forecasting AI...
[2025-12-15T20:15:40.770257] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-15T20:15:40.770287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-15T20:15:40.782340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-15T20:15:40.782703] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-15T20:15:40.783483] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-15T20:15:40.783534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:40.783565] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:40.783610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:40.783668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:40.850955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:40.852000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:40.852116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:40.852151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:40.984275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:40.984445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:40.984486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:40.984515] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:40.988237] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-12-15T20:15:40.988769] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-15T20:15:40.988936] [INFO ] [sig       ] AI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:41.131083] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AI.txt
[2025-12-15T20:15:41.131226] [INFO ] [sig       ] [105/3591] Completed AI in 0.4s | 2.89 sym/s | Total: 36.3s | ETA: 20.1m
[2025-12-15T20:15:41.131267] [INFO ] [sig       ] [106/3591] Forecasting AIA...
[2025-12-15T20:15:41.131299] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-15T20:15:41.131330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-15T20:15:41.143149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-15T20:15:41.143526] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-15T20:15:41.144371] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-15T20:15:41.144425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:41.144458] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:41.144486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:41.144543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:41.203273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:41.204199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:41.204289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:41.204323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:41.322565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:41.322718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:41.322757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:41.322787] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:41.326241] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-15T20:15:41.326521] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-15T20:15:41.326686] [INFO ] [sig       ] AIA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:41.463806] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AIA.txt
[2025-12-15T20:15:41.463934] [INFO ] [sig       ] [106/3591] Completed AIA in 0.3s | 2.89 sym/s | Total: 36.7s | ETA: 20.1m
[2025-12-15T20:15:41.463977] [INFO ] [sig       ] [107/3591] Forecasting AIFF...
[2025-12-15T20:15:41.464007] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-15T20:15:41.464037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-15T20:15:41.475811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-15T20:15:41.476162] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-15T20:15:41.476988] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-15T20:15:41.477040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:41.477073] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:41.477100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:41.477157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:41.544499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:41.545402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:41.545493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:41.545527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:41.669715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:41.669870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:41.669916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:41.669950] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:41.673482] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-12-15T20:15:41.673787] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-15T20:15:41.673927] [INFO ] [sig       ] AIFF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:41.813422] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AIFF.txt
[2025-12-15T20:15:41.813594] [INFO ] [sig       ] [107/3591] Completed AIFF in 0.3s | 2.89 sym/s | Total: 37.0s | ETA: 20.1m
[2025-12-15T20:15:41.813637] [INFO ] [sig       ] [108/3591] Forecasting AIG...
[2025-12-15T20:15:41.813668] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-15T20:15:41.813698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-15T20:15:41.825852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-15T20:15:41.826228] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-15T20:15:41.827021] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-15T20:15:41.827085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:41.827117] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:41.827144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:41.827201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:41.883375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:41.884285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:41.884375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:41.884407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:42.007836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:42.007962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:42.008012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:42.008043] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:42.011457] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-15T20:15:42.011745] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-15T20:15:42.011874] [INFO ] [sig       ] AIG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:42.154008] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AIG.txt
[2025-12-15T20:15:42.154204] [INFO ] [sig       ] [108/3591] Completed AIG in 0.3s | 2.89 sym/s | Total: 37.4s | ETA: 20.1m
[2025-12-15T20:15:42.154248] [INFO ] [sig       ] [109/3591] Forecasting AIMD...
[2025-12-15T20:15:42.154278] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-15T20:15:42.154309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-15T20:15:42.166481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-15T20:15:42.166891] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-15T20:15:42.167830] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-15T20:15:42.167885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:42.167930] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:42.167959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:42.168021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:42.225703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:42.226411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:42.226521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:42.226556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:42.341088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:42.341232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:42.341272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:42.341300] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:42.344657] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-12-15T20:15:42.344926] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-15T20:15:42.345049] [INFO ] [sig       ] AIMD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:42.482265] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AIMD.txt
[2025-12-15T20:15:42.482389] [INFO ] [sig       ] [109/3591] Completed AIMD in 0.3s | 2.89 sym/s | Total: 37.7s | ETA: 20.1m
[2025-12-15T20:15:42.482429] [INFO ] [sig       ] [110/3591] Forecasting AIO...
[2025-12-15T20:15:42.482458] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-15T20:15:42.482489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-15T20:15:42.494835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-15T20:15:42.495177] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-15T20:15:42.496028] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-15T20:15:42.496082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:42.496116] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:42.496145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:42.496203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:42.553567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:42.554239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:42.554332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:42.554369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:42.672183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:42.672337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:42.672376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:42.672405] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:42.675851] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-15T20:15:42.676127] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-15T20:15:42.676266] [INFO ] [sig       ] AIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:42.813638] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AIO.txt
[2025-12-15T20:15:42.813763] [INFO ] [sig       ] [110/3591] Completed AIO in 0.3s | 2.89 sym/s | Total: 38.0s | ETA: 20.1m
[2025-12-15T20:15:42.813802] [INFO ] [sig       ] [111/3591] Forecasting AIP...
[2025-12-15T20:15:42.813833] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-15T20:15:42.813863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-15T20:15:42.825668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-15T20:15:42.826026] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-15T20:15:42.826813] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-15T20:15:42.826866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:42.826898] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:42.826925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:42.826983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:42.882405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:42.883054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:42.883134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:42.883166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:43.002900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:43.003052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:43.003091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:43.003120] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:43.006475] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=52.91%)
[2025-12-15T20:15:43.006784] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-15T20:15:43.006913] [INFO ] [sig       ] AIP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:43.143936] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AIP.txt
[2025-12-15T20:15:43.144073] [INFO ] [sig       ] [111/3591] Completed AIP in 0.3s | 2.89 sym/s | Total: 38.4s | ETA: 20.0m
[2025-12-15T20:15:43.144115] [INFO ] [sig       ] [112/3591] Forecasting AIPI...
[2025-12-15T20:15:43.144144] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-15T20:15:43.144174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-15T20:15:43.155622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-15T20:15:43.156031] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-15T20:15:43.156905] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-15T20:15:43.156961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:43.157035] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:43.157067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:43.157126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:43.214685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:43.215552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:43.215664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:43.215697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:43.336380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:43.336530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:43.336585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:43.336617] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:43.339979] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-15T20:15:43.340249] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-15T20:15:43.340377] [INFO ] [sig       ] AIPI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:43.479826] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AIPI.txt
[2025-12-15T20:15:43.479947] [INFO ] [sig       ] [112/3591] Completed AIPI in 0.3s | 2.89 sym/s | Total: 38.7s | ETA: 20.0m
[2025-12-15T20:15:43.479988] [INFO ] [sig       ] [113/3591] Forecasting AIQ...
[2025-12-15T20:15:43.480017] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-15T20:15:43.480046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-15T20:15:43.493917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-15T20:15:43.494285] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-15T20:15:43.495086] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-15T20:15:43.495137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:43.495168] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:43.495195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:43.495258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:43.553338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:43.554072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:43.554169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:43.554203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:43.674109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:43.674259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:43.674298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:43.674328] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:43.677773] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=87.17%)
[2025-12-15T20:15:43.678065] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-15T20:15:43.678200] [INFO ] [sig       ] AIQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:43.818606] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AIQ.txt
[2025-12-15T20:15:43.818755] [INFO ] [sig       ] [113/3591] Completed AIQ in 0.3s | 2.90 sym/s | Total: 39.0s | ETA: 20.0m
[2025-12-15T20:15:43.818795] [INFO ] [sig       ] [114/3591] Forecasting AIRG...
[2025-12-15T20:15:43.818825] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-15T20:15:43.818855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-15T20:15:43.830869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-15T20:15:43.831222] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-15T20:15:43.832019] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-15T20:15:43.832070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:43.832102] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:43.832127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:43.832183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:43.888167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:43.888943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:43.889027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:43.889071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:43.998108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:43.998264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:43.998306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:43.998337] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:44.001811] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-12-15T20:15:44.002101] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-15T20:15:44.002232] [INFO ] [sig       ] AIRG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:44.141373] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AIRG.txt
[2025-12-15T20:15:44.141547] [INFO ] [sig       ] [114/3591] Completed AIRG in 0.3s | 2.90 sym/s | Total: 39.4s | ETA: 20.0m
[2025-12-15T20:15:44.141615] [INFO ] [sig       ] [115/3591] Forecasting AIRJ...
[2025-12-15T20:15:44.141655] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-15T20:15:44.141694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-15T20:15:44.152450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-15T20:15:44.152810] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-15T20:15:44.153599] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-15T20:15:44.153656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:44.153691] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:44.153719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:44.153780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:44.210463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:44.211241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:44.211324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:44.211356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:44.333842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:44.333998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:44.334040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:44.334104] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:44.337630] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2025-12-15T20:15:44.338011] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-15T20:15:44.338197] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:44.492172] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AIRJ.txt
[2025-12-15T20:15:44.492320] [INFO ] [sig       ] [115/3591] Completed AIRJ in 0.4s | 2.90 sym/s | Total: 39.7s | ETA: 20.0m
[2025-12-15T20:15:44.492368] [INFO ] [sig       ] [116/3591] Forecasting AIRS...
[2025-12-15T20:15:44.492409] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-15T20:15:44.492441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-15T20:15:44.503547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-15T20:15:44.503875] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-15T20:15:44.504662] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-15T20:15:44.504713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:44.504745] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:44.504772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:44.504828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:44.562428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:44.563104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:44.563183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:44.563216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:44.686819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:44.686972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:44.687011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:44.687039] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:44.690465] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-12-15T20:15:44.690759] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-15T20:15:44.690888] [INFO ] [sig       ] AIRS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:44.829415] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AIRS.txt
[2025-12-15T20:15:44.829722] [INFO ] [sig       ] [116/3591] Completed AIRS in 0.3s | 2.90 sym/s | Total: 40.0s | ETA: 20.0m
[2025-12-15T20:15:44.829765] [INFO ] [sig       ] [117/3591] Forecasting AISP...
[2025-12-15T20:15:44.829794] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-15T20:15:44.829825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-15T20:15:44.840623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-15T20:15:44.840929] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-15T20:15:44.841742] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-15T20:15:44.841793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:44.841824] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:44.841851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:44.841908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:44.899121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:44.899908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:44.899989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:44.900021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:45.021283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:45.021467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:45.021527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:45.021568] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:45.026493] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=49.50%)
[2025-12-15T20:15:45.026916] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-15T20:15:45.027098] [INFO ] [sig       ] AISP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:45.176848] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AISP.txt
[2025-12-15T20:15:45.177003] [INFO ] [sig       ] [117/3591] Completed AISP in 0.3s | 2.90 sym/s | Total: 40.4s | ETA: 20.0m
[2025-12-15T20:15:45.177044] [INFO ] [sig       ] [118/3591] Forecasting AIZN...
[2025-12-15T20:15:45.177074] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-15T20:15:45.177105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-15T20:15:45.187991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-15T20:15:45.188366] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-15T20:15:45.189283] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-15T20:15:45.189347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:45.189385] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:45.189417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:45.189474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:45.246327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:45.247104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:45.247189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:45.247222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:45.356763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:45.356915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:45.356954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:45.356985] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:45.360450] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=34.26%)
[2025-12-15T20:15:45.360743] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-15T20:15:45.360872] [INFO ] [sig       ] AIZN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:45.509208] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AIZN.txt
[2025-12-15T20:15:45.509385] [INFO ] [sig       ] [118/3591] Completed AIZN in 0.3s | 2.90 sym/s | Total: 40.7s | ETA: 20.0m
[2025-12-15T20:15:45.509435] [INFO ] [sig       ] [119/3591] Forecasting AJG...
[2025-12-15T20:15:45.509464] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-15T20:15:45.509494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-15T20:15:45.520948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-15T20:15:45.521354] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-15T20:15:45.522193] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-15T20:15:45.522248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:45.522280] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:45.522308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:45.522365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:45.580450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:45.581333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:45.581420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:45.581453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:45.705373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:45.705521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:45.705560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:45.705629] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:45.708993] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-15T20:15:45.709265] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-15T20:15:45.709391] [INFO ] [sig       ] AJG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:45.851600] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AJG.txt
[2025-12-15T20:15:45.851743] [INFO ] [sig       ] [119/3591] Completed AJG in 0.3s | 2.90 sym/s | Total: 41.1s | ETA: 20.0m
[2025-12-15T20:15:45.851784] [INFO ] [sig       ] [120/3591] Forecasting AKAM...
[2025-12-15T20:15:45.851815] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-15T20:15:45.851845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-15T20:15:45.862597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-15T20:15:45.862930] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-15T20:15:45.863715] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-15T20:15:45.863767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:45.863798] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:45.863824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:45.863880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:45.919624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:45.920329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:45.920410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:45.920443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:46.037005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:46.037143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:46.037181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:46.037209] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:46.040518] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=54.62%)
[2025-12-15T20:15:46.040805] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-15T20:15:46.040933] [INFO ] [sig       ] AKAM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:46.178922] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AKAM.txt
[2025-12-15T20:15:46.179084] [INFO ] [sig       ] [120/3591] Completed AKAM in 0.3s | 2.90 sym/s | Total: 41.4s | ETA: 20.0m
[2025-12-15T20:15:46.179126] [INFO ] [sig       ] [121/3591] Forecasting AKBA...
[2025-12-15T20:15:46.179155] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-15T20:15:46.179185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-15T20:15:46.190187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-15T20:15:46.190534] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-15T20:15:46.191398] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-15T20:15:46.191451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:46.191483] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:46.191511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:46.191569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:46.248830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:46.249554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:46.249659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:46.249714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:46.374532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:46.374694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:46.374735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:46.374764] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:46.378225] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-12-15T20:15:46.378499] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-15T20:15:46.378649] [INFO ] [sig       ] AKBA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:46.520175] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AKBA.txt
[2025-12-15T20:15:46.520375] [INFO ] [sig       ] [121/3591] Completed AKBA in 0.3s | 2.90 sym/s | Total: 41.7s | ETA: 19.9m
[2025-12-15T20:15:46.520427] [INFO ] [sig       ] [122/3591] Forecasting AL...
[2025-12-15T20:15:46.520457] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-15T20:15:46.520488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-15T20:15:46.533379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-15T20:15:46.533818] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-15T20:15:46.534678] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-15T20:15:46.534731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:46.534764] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:46.534792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:46.534848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:46.592607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:46.593494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:46.593637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:46.593688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:46.720112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:46.720247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:46.720287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:46.720316] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:46.723695] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-15T20:15:46.723969] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-15T20:15:46.724098] [INFO ] [sig       ] AL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:46.861155] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AL.txt
[2025-12-15T20:15:46.861280] [INFO ] [sig       ] [122/3591] Completed AL in 0.3s | 2.90 sym/s | Total: 42.1s | ETA: 19.9m
[2025-12-15T20:15:46.861319] [INFO ] [sig       ] [123/3591] Forecasting ALAB...
[2025-12-15T20:15:46.861352] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-15T20:15:46.861384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-15T20:15:46.872716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-15T20:15:46.873106] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-15T20:15:46.874010] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-15T20:15:46.874066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:46.874099] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:46.874126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:46.874198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:46.929259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:46.929902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:46.929982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:46.930014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:47.049282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:47.049422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:47.049459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:47.049488] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:47.052853] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-15T20:15:47.053125] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-15T20:15:47.053254] [INFO ] [sig       ] ALAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:47.189772] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALAB.txt
[2025-12-15T20:15:47.189899] [INFO ] [sig       ] [123/3591] Completed ALAB in 0.3s | 2.90 sym/s | Total: 42.4s | ETA: 19.9m
[2025-12-15T20:15:47.189939] [INFO ] [sig       ] [124/3591] Forecasting ALB...
[2025-12-15T20:15:47.189968] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-15T20:15:47.189999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-15T20:15:47.201118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-15T20:15:47.201466] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-15T20:15:47.202283] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-15T20:15:47.202340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:47.202376] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:47.202405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:47.202464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:47.258964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:47.259704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:47.259784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:47.259817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:47.394059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:47.394256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:47.394313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:47.394343] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:47.398128] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-15T20:15:47.398444] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-15T20:15:47.398594] [INFO ] [sig       ] ALB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:47.539464] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALB.txt
[2025-12-15T20:15:47.539625] [INFO ] [sig       ] [124/3591] Completed ALB in 0.3s | 2.90 sym/s | Total: 42.7s | ETA: 19.9m
[2025-12-15T20:15:47.539676] [INFO ] [sig       ] [125/3591] Forecasting ALC...
[2025-12-15T20:15:47.539709] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-15T20:15:47.539747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-15T20:15:47.551655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-15T20:15:47.552005] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-15T20:15:47.552852] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-15T20:15:47.552919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:47.552954] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:47.552982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:47.553040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:47.613955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:47.614974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:47.615069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:47.615105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:47.741744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:47.741874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:47.741915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:47.741948] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:47.745456] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2025-12-15T20:15:47.745764] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-15T20:15:47.745903] [INFO ] [sig       ] ALC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:47.888333] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALC.txt
[2025-12-15T20:15:47.888524] [INFO ] [sig       ] [125/3591] Completed ALC in 0.3s | 2.90 sym/s | Total: 43.1s | ETA: 19.9m
[2025-12-15T20:15:47.888583] [INFO ] [sig       ] [126/3591] Forecasting ALCO...
[2025-12-15T20:15:47.888622] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-15T20:15:47.888656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-15T20:15:47.899677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-15T20:15:47.900043] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-15T20:15:47.900900] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-15T20:15:47.900955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:47.900988] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:47.901016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:47.901074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:47.960048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:47.960754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:47.960834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:47.960868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:48.087670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:48.087944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:48.087988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:48.088019] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:48.091726] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-15T20:15:48.092040] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-15T20:15:48.092183] [INFO ] [sig       ] ALCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:48.232179] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALCO.txt
[2025-12-15T20:15:48.232320] [INFO ] [sig       ] [126/3591] Completed ALCO in 0.3s | 2.90 sym/s | Total: 43.4s | ETA: 19.9m
[2025-12-15T20:15:48.232364] [INFO ] [sig       ] [127/3591] Forecasting ALDX...
[2025-12-15T20:15:48.232394] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-15T20:15:48.232427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-15T20:15:48.243471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-15T20:15:48.243881] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-15T20:15:48.244892] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-15T20:15:48.244946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:48.244978] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:48.245006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:48.245065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:48.304149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:48.304997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:48.305083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:48.305117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:48.430134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:48.430286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:48.430327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:48.430361] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:48.434072] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-12-15T20:15:48.434353] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-15T20:15:48.434492] [INFO ] [sig       ] ALDX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:48.575602] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALDX.txt
[2025-12-15T20:15:48.575730] [INFO ] [sig       ] [127/3591] Completed ALDX in 0.3s | 2.90 sym/s | Total: 43.8s | ETA: 19.9m
[2025-12-15T20:15:48.575771] [INFO ] [sig       ] [128/3591] Forecasting ALEC...
[2025-12-15T20:15:48.575800] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-15T20:15:48.575830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-15T20:15:48.587047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-15T20:15:48.587395] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-15T20:15:48.588204] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-15T20:15:48.588258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:48.588292] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:48.588320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:48.588380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:48.646318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:48.647094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:48.647198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:48.647243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:48.777169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:48.777327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:48.777368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:48.777399] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:48.781119] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-12-15T20:15:48.781426] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-15T20:15:48.781570] [INFO ] [sig       ] ALEC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:48.929218] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALEC.txt
[2025-12-15T20:15:48.929382] [INFO ] [sig       ] [128/3591] Completed ALEC in 0.4s | 2.90 sym/s | Total: 44.1s | ETA: 19.9m
[2025-12-15T20:15:48.929425] [INFO ] [sig       ] [129/3591] Forecasting ALEX...
[2025-12-15T20:15:48.929456] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-15T20:15:48.929493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-15T20:15:48.940621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-15T20:15:48.940958] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-15T20:15:48.941741] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-15T20:15:48.941792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:48.941851] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:48.941879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:48.941937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:48.998245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:48.998943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:48.999022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:48.999054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:49.119247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:49.119392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:49.119431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:49.119458] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:49.122818] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=40.96%)
[2025-12-15T20:15:49.123106] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-15T20:15:49.123239] [INFO ] [sig       ] ALEX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:49.261419] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALEX.txt
[2025-12-15T20:15:49.261557] [INFO ] [sig       ] [129/3591] Completed ALEX in 0.3s | 2.90 sym/s | Total: 44.5s | ETA: 19.9m
[2025-12-15T20:15:49.261621] [INFO ] [sig       ] [130/3591] Forecasting ALG...
[2025-12-15T20:15:49.261654] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-15T20:15:49.261686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-15T20:15:49.272755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-15T20:15:49.273132] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-15T20:15:49.273994] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-15T20:15:49.274048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:49.274081] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:49.274109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:49.274167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:49.332192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:49.333043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:49.333131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:49.333165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:49.455202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:49.455361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:49.455405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:49.455435] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:49.458981] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-15T20:15:49.459309] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-15T20:15:49.459449] [INFO ] [sig       ] ALG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:49.653824] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALG.txt
[2025-12-15T20:15:49.653967] [INFO ] [sig       ] [130/3591] Completed ALG in 0.4s | 2.90 sym/s | Total: 44.9s | ETA: 19.9m
[2025-12-15T20:15:49.654010] [INFO ] [sig       ] [131/3591] Forecasting ALGM...
[2025-12-15T20:15:49.654039] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-15T20:15:49.654069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-15T20:15:49.664851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-15T20:15:49.665211] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-15T20:15:49.666105] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-15T20:15:49.666160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:49.666192] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:49.666219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:49.666280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:49.725196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:49.725901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:49.725984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:49.726017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:49.851284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:49.851449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:49.851496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:49.851532] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:49.855294] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-15T20:15:49.855750] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-15T20:15:49.855936] [INFO ] [sig       ] ALGM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:50.002649] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALGM.txt
[2025-12-15T20:15:50.002783] [INFO ] [sig       ] [131/3591] Completed ALGM in 0.3s | 2.90 sym/s | Total: 45.2s | ETA: 19.9m
[2025-12-15T20:15:50.002823] [INFO ] [sig       ] [132/3591] Forecasting ALGN...
[2025-12-15T20:15:50.002854] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-15T20:15:50.002885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-15T20:15:50.014014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-15T20:15:50.014359] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-15T20:15:50.015224] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-15T20:15:50.015278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:50.015311] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:50.015338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:50.015397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:50.075296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:50.076096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:50.076181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:50.076216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:50.191859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:50.192038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:50.192078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:50.192143] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:50.196653] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-15T20:15:50.196944] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-15T20:15:50.197075] [INFO ] [sig       ] ALGN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:50.335911] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALGN.txt
[2025-12-15T20:15:50.336036] [INFO ] [sig       ] [132/3591] Completed ALGN in 0.3s | 2.90 sym/s | Total: 45.5s | ETA: 19.9m
[2025-12-15T20:15:50.336075] [INFO ] [sig       ] [133/3591] Forecasting ALGS...
[2025-12-15T20:15:50.336105] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-15T20:15:50.336136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-15T20:15:50.347076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-15T20:15:50.347396] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-15T20:15:50.348401] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-15T20:15:50.348453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:50.348484] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:50.348510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:50.348566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:50.406279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:50.407021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:50.407101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:50.407134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:50.529979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:50.530126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:50.530165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:50.530193] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:50.533964] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-15T20:15:50.534236] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-15T20:15:50.534366] [INFO ] [sig       ] ALGS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:50.673149] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALGS.txt
[2025-12-15T20:15:50.673278] [INFO ] [sig       ] [133/3591] Completed ALGS in 0.3s | 2.90 sym/s | Total: 45.9s | ETA: 19.9m
[2025-12-15T20:15:50.673317] [INFO ] [sig       ] [134/3591] Forecasting ALHC...
[2025-12-15T20:15:50.673348] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-15T20:15:50.673378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-15T20:15:50.684170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-15T20:15:50.684506] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-15T20:15:50.685292] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-15T20:15:50.685345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:50.685377] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:50.685405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:50.685463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:50.741700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:50.742382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:50.742464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:50.742497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:50.860561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:50.860732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:50.860772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:50.860804] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:50.864235] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=72.00%)
[2025-12-15T20:15:50.864554] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-15T20:15:50.864714] [INFO ] [sig       ] ALHC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:51.023429] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALHC.txt
[2025-12-15T20:15:51.023662] [INFO ] [sig       ] [134/3591] Completed ALHC in 0.4s | 2.90 sym/s | Total: 46.2s | ETA: 19.9m
[2025-12-15T20:15:51.023724] [INFO ] [sig       ] [135/3591] Forecasting ALK...
[2025-12-15T20:15:51.023759] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-15T20:15:51.023797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-15T20:15:51.035111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-15T20:15:51.035449] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-15T20:15:51.036299] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-15T20:15:51.036352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:51.036386] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:51.036414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:51.036475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:51.094393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:51.095300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:51.095387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:51.095435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:51.219168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:51.219321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:51.219361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:51.219391] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:51.223020] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-15T20:15:51.223327] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-15T20:15:51.223470] [INFO ] [sig       ] ALK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:51.368810] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALK.txt
[2025-12-15T20:15:51.368993] [INFO ] [sig       ] [135/3591] Completed ALK in 0.3s | 2.90 sym/s | Total: 46.6s | ETA: 19.9m
[2025-12-15T20:15:51.369034] [INFO ] [sig       ] [136/3591] Forecasting ALKS...
[2025-12-15T20:15:51.369065] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-15T20:15:51.369095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-15T20:15:51.381665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-15T20:15:51.382082] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-15T20:15:51.382969] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-15T20:15:51.383025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:51.383071] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:51.383101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:51.383161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:51.440114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:51.440977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:51.441059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:51.441092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:51.558205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:51.558354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:51.558393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:51.558423] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:51.561969] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-15T20:15:51.562249] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-15T20:15:51.562413] [INFO ] [sig       ] ALKS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:51.702350] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALKS.txt
[2025-12-15T20:15:51.702498] [INFO ] [sig       ] [136/3591] Completed ALKS in 0.3s | 2.90 sym/s | Total: 46.9s | ETA: 19.9m
[2025-12-15T20:15:51.702548] [INFO ] [sig       ] [137/3591] Forecasting ALL...
[2025-12-15T20:15:51.702598] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-15T20:15:51.702630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-15T20:15:51.715609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-15T20:15:51.716149] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-15T20:15:51.716974] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-15T20:15:51.717027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:51.717061] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:51.717280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:51.717338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:51.776710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:51.777384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:51.777469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:51.777503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:51.900097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:51.900247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:51.900288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:51.900317] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:51.903928] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=74.19%)
[2025-12-15T20:15:51.904210] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-15T20:15:51.904346] [INFO ] [sig       ] ALL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:52.056614] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALL.txt
[2025-12-15T20:15:52.056816] [INFO ] [sig       ] [137/3591] Completed ALL in 0.4s | 2.90 sym/s | Total: 47.3s | ETA: 19.9m
[2025-12-15T20:15:52.056869] [INFO ] [sig       ] [138/3591] Forecasting ALLE...
[2025-12-15T20:15:52.056912] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-15T20:15:52.056955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-15T20:15:52.072437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-15T20:15:52.072909] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-15T20:15:52.074036] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-15T20:15:52.074102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:52.074148] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:52.074191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:52.074279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:52.140664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:52.141534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:52.141639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:52.141675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:52.259348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:52.259500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:52.259539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:52.259567] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:52.262912] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=81.75%)
[2025-12-15T20:15:52.263186] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-15T20:15:52.263313] [INFO ] [sig       ] ALLE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:52.405807] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALLE.txt
[2025-12-15T20:15:52.405963] [INFO ] [sig       ] [138/3591] Completed ALLE in 0.3s | 2.90 sym/s | Total: 47.6s | ETA: 19.9m
[2025-12-15T20:15:52.406006] [INFO ] [sig       ] [139/3591] Forecasting ALLO...
[2025-12-15T20:15:52.406035] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-15T20:15:52.406065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-15T20:15:52.418135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-15T20:15:52.418495] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-15T20:15:52.419358] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-15T20:15:52.419411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:52.419443] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:52.419471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:52.419529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:52.479455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:52.480216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:52.480359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:52.480406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:52.602869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:52.603026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:52.603065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:52.603094] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:52.606521] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: UP (p=63.50%)
[2025-12-15T20:15:52.606817] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-15T20:15:52.606950] [INFO ] [sig       ] ALLO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:52.750906] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALLO.txt
[2025-12-15T20:15:52.751053] [INFO ] [sig       ] [139/3591] Completed ALLO in 0.3s | 2.90 sym/s | Total: 48.0s | ETA: 19.9m
[2025-12-15T20:15:52.751100] [INFO ] [sig       ] [140/3591] Forecasting ALLY...
[2025-12-15T20:15:52.751132] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-15T20:15:52.751164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-15T20:15:52.762794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-15T20:15:52.763137] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-15T20:15:52.764017] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-15T20:15:52.764070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:52.764102] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:52.764128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:52.764185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:52.824073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:52.824942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:52.825026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:52.825060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:52.958090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:52.958249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:52.958290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:52.958319] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:52.962388] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-15T20:15:52.962927] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-15T20:15:52.963071] [INFO ] [sig       ] ALLY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:53.124916] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALLY.txt
[2025-12-15T20:15:53.125166] [INFO ] [sig       ] [140/3591] Completed ALLY in 0.4s | 2.90 sym/s | Total: 48.3s | ETA: 19.9m
[2025-12-15T20:15:53.125227] [INFO ] [sig       ] [141/3591] Forecasting ALMS...
[2025-12-15T20:15:53.125260] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-15T20:15:53.125295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-15T20:15:53.140855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-15T20:15:53.141315] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-15T20:15:53.142521] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-15T20:15:53.142602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:53.142653] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:53.142684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:53.142743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:53.207141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:53.208324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:53.208480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:53.208519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:53.335325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:53.335482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:53.335522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:53.335551] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:53.339318] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-15T20:15:53.339669] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-15T20:15:53.339850] [INFO ] [sig       ] ALMS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:53.485075] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALMS.txt
[2025-12-15T20:15:53.485234] [INFO ] [sig       ] [141/3591] Completed ALMS in 0.4s | 2.90 sym/s | Total: 48.7s | ETA: 19.9m
[2025-12-15T20:15:53.485274] [INFO ] [sig       ] [142/3591] Forecasting ALNY...
[2025-12-15T20:15:53.485306] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-15T20:15:53.485336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-15T20:15:53.497053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-15T20:15:53.497420] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-15T20:15:53.498243] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-15T20:15:53.498296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:53.498330] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:53.498359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:53.498429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:53.554010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:53.554894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:53.554983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:53.555017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:53.674221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:53.674377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:53.674418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:53.674449] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:53.678005] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-15T20:15:53.678293] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-15T20:15:53.678430] [INFO ] [sig       ] ALNY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:53.822280] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALNY.txt
[2025-12-15T20:15:53.822536] [INFO ] [sig       ] [142/3591] Completed ALNY in 0.3s | 2.90 sym/s | Total: 49.0s | ETA: 19.8m
[2025-12-15T20:15:53.822613] [INFO ] [sig       ] [143/3591] Forecasting ALRM...
[2025-12-15T20:15:53.822659] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-15T20:15:53.822702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-15T20:15:53.833976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-15T20:15:53.834340] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-15T20:15:53.835258] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-15T20:15:53.835322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:53.835370] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:53.835403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:53.835461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:53.897057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:53.897948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:53.898032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:53.898067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:54.033170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:54.033347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:54.033413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:54.033464] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:54.037289] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-12-15T20:15:54.037609] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-15T20:15:54.037774] [INFO ] [sig       ] ALRM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:54.188779] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALRM.txt
[2025-12-15T20:15:54.188947] [INFO ] [sig       ] [143/3591] Completed ALRM in 0.4s | 2.89 sym/s | Total: 49.4s | ETA: 19.9m
[2025-12-15T20:15:54.189001] [INFO ] [sig       ] [144/3591] Forecasting ALRS...
[2025-12-15T20:15:54.189035] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-15T20:15:54.189067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-15T20:15:54.201303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-15T20:15:54.201661] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-15T20:15:54.202640] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-15T20:15:54.202694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:54.202727] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:54.202756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:54.202814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:54.265815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:54.266709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:54.266807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:54.266843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:54.403830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:54.403988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:54.404029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:54.404059] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:54.407973] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2025-12-15T20:15:54.408260] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-15T20:15:54.408393] [INFO ] [sig       ] ALRS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:54.562334] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALRS.txt
[2025-12-15T20:15:54.562477] [INFO ] [sig       ] [144/3591] Completed ALRS in 0.4s | 2.89 sym/s | Total: 49.8s | ETA: 19.9m
[2025-12-15T20:15:54.562519] [INFO ] [sig       ] [145/3591] Forecasting ALSN...
[2025-12-15T20:15:54.562549] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-15T20:15:54.562600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-15T20:15:54.573625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-15T20:15:54.573984] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-15T20:15:54.574886] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-15T20:15:54.574939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:54.574973] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:54.574999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:54.575056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:54.636364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:54.637300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:54.637421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:54.637468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:54.765087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:54.765301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:54.765360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:54.765402] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:54.769185] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-15T20:15:54.769490] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-15T20:15:54.769657] [INFO ] [sig       ] ALSN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:54.917533] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALSN.txt
[2025-12-15T20:15:54.917694] [INFO ] [sig       ] [145/3591] Completed ALSN in 0.4s | 2.89 sym/s | Total: 50.1s | ETA: 19.9m
[2025-12-15T20:15:54.917737] [INFO ] [sig       ] [146/3591] Forecasting ALTG...
[2025-12-15T20:15:54.917770] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-15T20:15:54.917801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-15T20:15:54.929443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-15T20:15:54.929818] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-15T20:15:54.930655] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-15T20:15:54.930716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:54.930790] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:54.930823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:54.930892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:54.996136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:54.996991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:54.997077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:54.997112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:55.130377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:55.130522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:55.130563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:55.130616] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:55.134966] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-15T20:15:55.135316] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-15T20:15:55.135457] [INFO ] [sig       ] ALTG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:55.288188] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALTG.txt
[2025-12-15T20:15:55.288332] [INFO ] [sig       ] [146/3591] Completed ALTG in 0.4s | 2.89 sym/s | Total: 50.5s | ETA: 19.9m
[2025-12-15T20:15:55.288372] [INFO ] [sig       ] [147/3591] Forecasting ALTI...
[2025-12-15T20:15:55.288405] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-15T20:15:55.288436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-15T20:15:55.300732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-15T20:15:55.301080] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-15T20:15:55.301924] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-15T20:15:55.301986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:55.302036] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:55.302069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:55.302147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:55.366929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:55.367938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:55.368035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:55.368071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:55.508664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:55.509068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:55.509116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:55.509146] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:55.513433] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=39.80%)
[2025-12-15T20:15:55.513948] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-15T20:15:55.514084] [INFO ] [sig       ] ALTI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:55.664905] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALTI.txt
[2025-12-15T20:15:55.665074] [INFO ] [sig       ] [147/3591] Completed ALTI in 0.4s | 2.89 sym/s | Total: 50.9s | ETA: 19.9m
[2025-12-15T20:15:55.665125] [INFO ] [sig       ] [148/3591] Forecasting ALTS...
[2025-12-15T20:15:55.665156] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-15T20:15:55.665187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-15T20:15:55.677657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-15T20:15:55.678063] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-15T20:15:55.679033] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-15T20:15:55.679100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:55.679140] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:55.679169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:55.679236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:55.741039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:55.741876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:55.741978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:55.742028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:55.876383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:55.876540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:55.876599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:55.876632] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:55.880184] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-12-15T20:15:55.880471] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-15T20:15:55.880629] [INFO ] [sig       ] ALTS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:56.031251] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALTS.txt
[2025-12-15T20:15:56.031401] [INFO ] [sig       ] [148/3591] Completed ALTS in 0.4s | 2.89 sym/s | Total: 51.2s | ETA: 19.9m
[2025-12-15T20:15:56.031444] [INFO ] [sig       ] [149/3591] Forecasting ALTY...
[2025-12-15T20:15:56.031472] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-15T20:15:56.031503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-15T20:15:56.043350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-15T20:15:56.043784] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-15T20:15:56.044599] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-15T20:15:56.044652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:56.044687] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:56.044715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:56.044774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:56.107677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:56.108434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:56.108527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:56.108569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:56.227713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:56.227876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:56.227922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:56.227995] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:56.234961] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2025-12-15T20:15:56.235283] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-15T20:15:56.235423] [INFO ] [sig       ] ALTY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:56.388329] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALTY.txt
[2025-12-15T20:15:56.388519] [INFO ] [sig       ] [149/3591] Completed ALTY in 0.4s | 2.89 sym/s | Total: 51.6s | ETA: 19.9m
[2025-12-15T20:15:56.388590] [INFO ] [sig       ] [150/3591] Forecasting ALVO...
[2025-12-15T20:15:56.388625] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-15T20:15:56.388657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-15T20:15:56.400533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-15T20:15:56.400941] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-15T20:15:56.401788] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-15T20:15:56.401842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:56.401876] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:56.401903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:56.401961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:56.465715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:56.466723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:56.466818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:56.466864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:56.598008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:56.598186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:56.598242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:56.598286] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:56.602151] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-15T20:15:56.602508] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-15T20:15:56.602686] [INFO ] [sig       ] ALVO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:56.753515] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALVO.txt
[2025-12-15T20:15:56.753685] [INFO ] [sig       ] [150/3591] Completed ALVO in 0.4s | 2.89 sym/s | Total: 52.0s | ETA: 19.9m
[2025-12-15T20:15:56.753728] [INFO ] [sig       ] [151/3591] Forecasting ALX...
[2025-12-15T20:15:56.753763] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-15T20:15:56.753795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-15T20:15:56.765141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-15T20:15:56.765586] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-15T20:15:56.766388] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-15T20:15:56.766442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:56.766474] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:56.766525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:56.766639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:56.827036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:56.828128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:56.828211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:56.828243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:56.942675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:56.942825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:56.942866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:56.942896] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:56.946225] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=30.98%)
[2025-12-15T20:15:56.946499] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-15T20:15:56.946647] [INFO ] [sig       ] ALX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:57.083873] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALX.txt
[2025-12-15T20:15:57.084021] [INFO ] [sig       ] [151/3591] Completed ALX in 0.3s | 2.89 sym/s | Total: 52.3s | ETA: 19.9m
[2025-12-15T20:15:57.084062] [INFO ] [sig       ] [152/3591] Forecasting ALXO...
[2025-12-15T20:15:57.084093] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-15T20:15:57.084123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-15T20:15:57.095559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-15T20:15:57.095916] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-15T20:15:57.096762] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-15T20:15:57.096980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:57.097013] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:57.097040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:57.097096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:57.157215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:57.158072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:57.158164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:57.158198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:57.283653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:57.283809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:57.283848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:57.283877] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:57.287315] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-15T20:15:57.287640] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-15T20:15:57.287783] [INFO ] [sig       ] ALXO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:57.427654] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ALXO.txt
[2025-12-15T20:15:57.427811] [INFO ] [sig       ] [152/3591] Completed ALXO in 0.3s | 2.89 sym/s | Total: 52.6s | ETA: 19.8m
[2025-12-15T20:15:57.428042] [INFO ] [sig       ] [153/3591] Forecasting ALZN...
[2025-12-15T20:15:57.428071] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-15T20:15:57.428103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-15T20:15:57.439956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-15T20:15:57.440315] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-15T20:15:57.441142] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-15T20:15:57.441194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:57.441226] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:57.441252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:57.441313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:57.498016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:57.498805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:57.498886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:57.498944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:57.618776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:57.618961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:57.619003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:57.619033] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:57.622521] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-15T20:15:57.622857] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-15T20:15:57.622983] [INFO ] [sig       ] ALZN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:57.761003] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ALZN.txt
[2025-12-15T20:15:57.761146] [INFO ] [sig       ] [153/3591] Completed ALZN in 0.3s | 2.89 sym/s | Total: 53.0s | ETA: 19.8m
[2025-12-15T20:15:57.761187] [INFO ] [sig       ] [154/3591] Forecasting AM...
[2025-12-15T20:15:57.761217] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-15T20:15:57.761247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-15T20:15:57.773172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-15T20:15:57.773552] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-15T20:15:57.774388] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-15T20:15:57.774448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:57.774489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:57.774529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:57.774646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:57.832360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:57.833240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:57.833329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:57.833362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:57.956752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:57.956915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:57.956955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:57.957000] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:57.960894] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=28.68%)
[2025-12-15T20:15:57.961326] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-15T20:15:57.961495] [INFO ] [sig       ] AM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:58.109807] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AM.txt
[2025-12-15T20:15:58.109973] [INFO ] [sig       ] [154/3591] Completed AM in 0.3s | 2.89 sym/s | Total: 53.3s | ETA: 19.8m
[2025-12-15T20:15:58.110013] [INFO ] [sig       ] [155/3591] Forecasting AMAL...
[2025-12-15T20:15:58.110042] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-15T20:15:58.110073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-15T20:15:58.122100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-15T20:15:58.122517] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-15T20:15:58.123401] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-15T20:15:58.123456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:58.123489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:58.123516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:58.123600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:58.181921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:58.182817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:58.182905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:58.182939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:58.306492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:58.306647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:58.306689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:58.306717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:58.310100] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-12-15T20:15:58.310380] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-15T20:15:58.310511] [INFO ] [sig       ] AMAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:58.450178] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMAL.txt
[2025-12-15T20:15:58.450310] [INFO ] [sig       ] [155/3591] Completed AMAL in 0.3s | 2.89 sym/s | Total: 53.7s | ETA: 19.8m
[2025-12-15T20:15:58.450351] [INFO ] [sig       ] [156/3591] Forecasting AMBA...
[2025-12-15T20:15:58.450380] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-15T20:15:58.450413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-15T20:15:58.461774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-15T20:15:58.462097] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-15T20:15:58.462879] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-15T20:15:58.462931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:58.462963] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:58.462990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:58.463046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:58.519141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:58.519898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:58.520007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:58.520053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:58.642237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:58.642386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:58.642426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:58.642454] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:58.645866] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=19.29%)
[2025-12-15T20:15:58.646155] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-15T20:15:58.646285] [INFO ] [sig       ] AMBA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:58.784225] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMBA.txt
[2025-12-15T20:15:58.784375] [INFO ] [sig       ] [156/3591] Completed AMBA in 0.3s | 2.89 sym/s | Total: 54.0s | ETA: 19.8m
[2025-12-15T20:15:58.784415] [INFO ] [sig       ] [157/3591] Forecasting AMBP...
[2025-12-15T20:15:58.784446] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-15T20:15:58.784477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-15T20:15:58.795258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-15T20:15:58.795646] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-15T20:15:58.796419] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-15T20:15:58.796470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:58.796501] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:58.796528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:58.796613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:58.851906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:58.852742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:58.852827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:58.852860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:58.972420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:58.972601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:58.972652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:58.972688] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:58.976123] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-15T20:15:58.976442] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-15T20:15:58.976601] [INFO ] [sig       ] AMBP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:59.118389] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMBP.txt
[2025-12-15T20:15:59.118550] [INFO ] [sig       ] [157/3591] Completed AMBP in 0.3s | 2.89 sym/s | Total: 54.3s | ETA: 19.8m
[2025-12-15T20:15:59.118612] [INFO ] [sig       ] [158/3591] Forecasting AMC...
[2025-12-15T20:15:59.118645] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-15T20:15:59.118677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-15T20:15:59.129714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-15T20:15:59.130096] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-15T20:15:59.130907] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-15T20:15:59.130961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:59.130993] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:59.131035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:59.131094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:59.187945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:59.188853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:59.188966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:59.189001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:59.311159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:59.311312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:59.311350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:59.311379] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:59.314743] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=70.25%)
[2025-12-15T20:15:59.315022] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-15T20:15:59.315149] [INFO ] [sig       ] AMC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:15:59.455104] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMC.txt
[2025-12-15T20:15:59.455235] [INFO ] [sig       ] [158/3591] Completed AMC in 0.3s | 2.89 sym/s | Total: 54.7s | ETA: 19.8m
[2025-12-15T20:15:59.455275] [INFO ] [sig       ] [159/3591] Forecasting AMCX...
[2025-12-15T20:15:59.455305] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-15T20:15:59.455336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-15T20:15:59.465889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-15T20:15:59.466205] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-15T20:15:59.466997] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-15T20:15:59.467049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:59.467081] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:59.467108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:59.467164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:59.524238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:59.524992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:59.525073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:59.525107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:59.644026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:59.644171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:59.644210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:59.644239] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:59.647645] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-12-15T20:15:59.647944] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-15T20:15:59.648075] [INFO ] [sig       ] AMCX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:15:59.786895] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMCX.txt
[2025-12-15T20:15:59.787056] [INFO ] [sig       ] [159/3591] Completed AMCX in 0.3s | 2.89 sym/s | Total: 55.0s | ETA: 19.8m
[2025-12-15T20:15:59.787096] [INFO ] [sig       ] [160/3591] Forecasting AMD...
[2025-12-15T20:15:59.787127] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-15T20:15:59.787157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-15T20:15:59.798486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-15T20:15:59.798867] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-15T20:15:59.799746] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-15T20:15:59.799809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:15:59.799842] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:15:59.799870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:15:59.799929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:15:59.856380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:15:59.857222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:15:59.857306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:15:59.857339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:15:59.982116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:15:59.982269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:15:59.982307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:15:59.982336] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:15:59.985780] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=73.95%)
[2025-12-15T20:15:59.986053] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-15T20:15:59.986182] [INFO ] [sig       ] AMD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:00.134485] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMD.txt
[2025-12-15T20:16:00.134664] [INFO ] [sig       ] [160/3591] Completed AMD in 0.3s | 2.89 sym/s | Total: 55.3s | ETA: 19.8m
[2025-12-15T20:16:00.134711] [INFO ] [sig       ] [161/3591] Forecasting AMDL...
[2025-12-15T20:16:00.134743] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-15T20:16:00.134775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-15T20:16:00.146789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-15T20:16:00.147208] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-15T20:16:00.148171] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-15T20:16:00.148235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:00.148269] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:00.148297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:00.148359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:00.210006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:00.210936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:00.211028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:00.211062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:00.343450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:00.343645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:00.343691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:00.343719] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:00.347456] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=40.22%)
[2025-12-15T20:16:00.347848] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-15T20:16:00.347996] [INFO ] [sig       ] AMDL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:00.498921] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMDL.txt
[2025-12-15T20:16:00.499116] [INFO ] [sig       ] [161/3591] Completed AMDL in 0.4s | 2.89 sym/s | Total: 55.7s | ETA: 19.8m
[2025-12-15T20:16:00.499164] [INFO ] [sig       ] [162/3591] Forecasting AME...
[2025-12-15T20:16:00.499198] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-15T20:16:00.499236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-15T20:16:00.511599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-15T20:16:00.512008] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-15T20:16:00.512961] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-15T20:16:00.513028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:00.513077] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:00.513113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:00.513171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:00.572689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:00.573528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:00.573635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:00.573670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:00.693431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:00.693601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:00.693648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:00.693678] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:00.697141] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-15T20:16:00.697433] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-15T20:16:00.697568] [INFO ] [sig       ] AME: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:00.841651] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AME.txt
[2025-12-15T20:16:00.841802] [INFO ] [sig       ] [162/3591] Completed AME in 0.3s | 2.89 sym/s | Total: 56.1s | ETA: 19.8m
[2025-12-15T20:16:00.841842] [INFO ] [sig       ] [163/3591] Forecasting AMG...
[2025-12-15T20:16:00.841872] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-15T20:16:00.841902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-15T20:16:00.853874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-15T20:16:00.854298] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-15T20:16:00.855151] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-15T20:16:00.855204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:00.855266] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:00.855295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:00.855352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:00.914468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:00.915607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:00.915700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:00.915733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:01.034474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:01.034647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:01.034688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:01.034717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:01.038133] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-15T20:16:01.038423] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-15T20:16:01.038556] [INFO ] [sig       ] AMG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:01.182338] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMG.txt
[2025-12-15T20:16:01.182495] [INFO ] [sig       ] [163/3591] Completed AMG in 0.3s | 2.89 sym/s | Total: 56.4s | ETA: 19.8m
[2025-12-15T20:16:01.182537] [INFO ] [sig       ] [164/3591] Forecasting AMGN...
[2025-12-15T20:16:01.182567] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-15T20:16:01.182616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-15T20:16:01.194099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-15T20:16:01.194451] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-15T20:16:01.195253] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-15T20:16:01.195307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:01.195340] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:01.195368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:01.195426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:01.252807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:01.253818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:01.253909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:01.253954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:01.378975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:01.379132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:01.379177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:01.379208] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:01.383285] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-12-15T20:16:01.383735] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-15T20:16:01.383902] [INFO ] [sig       ] AMGN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:01.539543] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMGN.txt
[2025-12-15T20:16:01.539732] [INFO ] [sig       ] [164/3591] Completed AMGN in 0.4s | 2.89 sym/s | Total: 56.7s | ETA: 19.8m
[2025-12-15T20:16:01.539776] [INFO ] [sig       ] [165/3591] Forecasting AMH...
[2025-12-15T20:16:01.539810] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-15T20:16:01.539840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-15T20:16:01.552065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-15T20:16:01.552439] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-15T20:16:01.553267] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-15T20:16:01.553321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:01.553354] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:01.553380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:01.553436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:01.611763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:01.612731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:01.612842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:01.612895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:01.741495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:01.741669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:01.741710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:01.741738] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:01.745364] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-15T20:16:01.745725] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-15T20:16:01.745864] [INFO ] [sig       ] AMH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:01.901415] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMH.txt
[2025-12-15T20:16:01.901658] [INFO ] [sig       ] [165/3591] Completed AMH in 0.4s | 2.89 sym/s | Total: 57.1s | ETA: 19.8m
[2025-12-15T20:16:01.901726] [INFO ] [sig       ] [166/3591] Forecasting AMLX...
[2025-12-15T20:16:01.901772] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-15T20:16:01.901815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-15T20:16:01.918763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-15T20:16:01.919540] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-15T20:16:01.920821] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-15T20:16:01.921106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:01.921153] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:01.921196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:01.921286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:01.984871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:01.985766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:01.985852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:01.985886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:02.121863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:02.122057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:02.122111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:02.122200] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:02.128002] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=50.94%)
[2025-12-15T20:16:02.128500] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-15T20:16:02.128720] [INFO ] [sig       ] AMLX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:02.349397] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMLX.txt
[2025-12-15T20:16:02.349639] [INFO ] [sig       ] [166/3591] Completed AMLX in 0.4s | 2.88 sym/s | Total: 57.6s | ETA: 19.8m
[2025-12-15T20:16:02.349698] [INFO ] [sig       ] [167/3591] Forecasting AMN...
[2025-12-15T20:16:02.349731] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-15T20:16:02.349762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-15T20:16:02.365821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-15T20:16:02.366388] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-15T20:16:02.367745] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-15T20:16:02.367823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:02.367873] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:02.367914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:02.368006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:02.459749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:02.461030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:02.461159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:02.461205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:02.630356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:02.630601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:02.630669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:02.630716] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:02.636488] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-12-15T20:16:02.637078] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-15T20:16:02.637303] [INFO ] [sig       ] AMN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:02.844732] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMN.txt
[2025-12-15T20:16:02.844957] [INFO ] [sig       ] [167/3591] Completed AMN in 0.5s | 2.88 sym/s | Total: 58.1s | ETA: 19.8m
[2025-12-15T20:16:02.845017] [INFO ] [sig       ] [168/3591] Forecasting AMP...
[2025-12-15T20:16:02.845058] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-15T20:16:02.845098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-15T20:16:02.859000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-15T20:16:02.859514] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-15T20:16:02.860560] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-15T20:16:02.860663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:02.860701] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:02.860729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:02.860790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:02.942630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:02.943926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:02.944042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:02.944095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:03.101242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:03.101436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:03.101496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:03.101546] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:03.106846] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-15T20:16:03.107380] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-15T20:16:03.107616] [INFO ] [sig       ] AMP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:03.319429] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMP.txt
[2025-12-15T20:16:03.319638] [INFO ] [sig       ] [168/3591] Completed AMP in 0.5s | 2.87 sym/s | Total: 58.5s | ETA: 19.9m
[2025-12-15T20:16:03.319709] [INFO ] [sig       ] [169/3591] Forecasting AMPG...
[2025-12-15T20:16:03.319750] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-15T20:16:03.319783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-15T20:16:03.331980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-15T20:16:03.332410] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-15T20:16:03.333338] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-15T20:16:03.333393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:03.333426] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:03.333452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:03.333511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:03.396889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:03.397899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:03.397996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:03.398031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:03.530438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:03.530624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:03.530679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:03.530717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:03.534312] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-15T20:16:03.534648] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-15T20:16:03.534818] [INFO ] [sig       ] AMPG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:03.678087] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMPG.txt
[2025-12-15T20:16:03.678245] [INFO ] [sig       ] [169/3591] Completed AMPG in 0.4s | 2.87 sym/s | Total: 58.9s | ETA: 19.9m
[2025-12-15T20:16:03.678294] [INFO ] [sig       ] [170/3591] Forecasting AMPH...
[2025-12-15T20:16:03.678340] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-15T20:16:03.678387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-15T20:16:03.689744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-15T20:16:03.690164] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-15T20:16:03.691046] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-15T20:16:03.691100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:03.691134] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:03.691162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:03.691221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:03.748039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:03.748986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:03.749078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:03.749111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:03.873030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:03.873185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:03.873228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:03.873259] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:03.876823] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: UP (p=89.57%)
[2025-12-15T20:16:03.877110] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-15T20:16:03.877248] [INFO ] [sig       ] AMPH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:04.027657] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMPH.txt
[2025-12-15T20:16:04.027860] [INFO ] [sig       ] [170/3591] Completed AMPH in 0.3s | 2.87 sym/s | Total: 59.2s | ETA: 19.9m
[2025-12-15T20:16:04.027918] [INFO ] [sig       ] [171/3591] Forecasting AMPL...
[2025-12-15T20:16:04.027957] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-15T20:16:04.027999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-15T20:16:04.040197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-15T20:16:04.040627] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-15T20:16:04.041466] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-15T20:16:04.041526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:04.041610] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:04.041654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:04.041716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:04.106468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:04.107570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:04.107695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:04.107736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:04.232597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:04.232803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:04.232870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:04.232917] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:04.237478] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-15T20:16:04.237914] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-15T20:16:04.238067] [INFO ] [sig       ] AMPL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:04.382053] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMPL.txt
[2025-12-15T20:16:04.382223] [INFO ] [sig       ] [171/3591] Completed AMPL in 0.4s | 2.87 sym/s | Total: 59.6s | ETA: 19.9m
[2025-12-15T20:16:04.382284] [INFO ] [sig       ] [172/3591] Forecasting AMPX...
[2025-12-15T20:16:04.382320] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-15T20:16:04.382351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-15T20:16:04.394677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-15T20:16:04.395017] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-15T20:16:04.395806] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-15T20:16:04.395858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:04.395891] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:04.395918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:04.395975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:04.453641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:04.454508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:04.454612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:04.454649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:04.579592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:04.579749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:04.579793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:04.579822] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:04.583317] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-15T20:16:04.583622] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-15T20:16:04.583759] [INFO ] [sig       ] AMPX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:04.726179] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMPX.txt
[2025-12-15T20:16:04.726336] [INFO ] [sig       ] [172/3591] Completed AMPX in 0.3s | 2.87 sym/s | Total: 59.9s | ETA: 19.9m
[2025-12-15T20:16:04.726379] [INFO ] [sig       ] [173/3591] Forecasting AMRC...
[2025-12-15T20:16:04.726408] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-15T20:16:04.726438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-15T20:16:04.739024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-15T20:16:04.739410] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-15T20:16:04.740242] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-15T20:16:04.740293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:04.740324] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:04.740350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:04.740406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:04.803879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:04.804914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:04.805041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:04.805081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:04.944313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:04.944476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:04.944519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:04.944560] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:04.949433] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=40.30%)
[2025-12-15T20:16:04.949776] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-15T20:16:04.949921] [INFO ] [sig       ] AMRC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:05.102050] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMRC.txt
[2025-12-15T20:16:05.102207] [INFO ] [sig       ] [173/3591] Completed AMRC in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-15T20:16:05.102248] [INFO ] [sig       ] [174/3591] Forecasting AMRN...
[2025-12-15T20:16:05.102282] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-15T20:16:05.102313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-15T20:16:05.114745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-15T20:16:05.115151] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-15T20:16:05.115985] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-15T20:16:05.116040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:05.116074] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:05.116102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:05.116161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:05.175739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:05.176644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:05.176734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:05.176769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:05.301156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:05.301300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:05.301349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:05.301379] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:05.304969] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2025-12-15T20:16:05.305265] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-15T20:16:05.305400] [INFO ] [sig       ] AMRN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:05.451810] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMRN.txt
[2025-12-15T20:16:05.451970] [INFO ] [sig       ] [174/3591] Completed AMRN in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-15T20:16:05.452018] [INFO ] [sig       ] [175/3591] Forecasting AMRX...
[2025-12-15T20:16:05.452049] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-15T20:16:05.452080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-15T20:16:05.464390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-15T20:16:05.464813] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-15T20:16:05.465889] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-15T20:16:05.465944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:05.465978] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:05.466006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:05.466065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:05.527004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:05.527912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:05.528006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:05.528041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:05.653655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:05.653816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:05.653857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:05.653885] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:05.657323] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=26.53%)
[2025-12-15T20:16:05.657616] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-15T20:16:05.657747] [INFO ] [sig       ] AMRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:05.796185] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMRX.txt
[2025-12-15T20:16:05.796319] [INFO ] [sig       ] [175/3591] Completed AMRX in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-15T20:16:05.796360] [INFO ] [sig       ] [176/3591] Forecasting AMSC...
[2025-12-15T20:16:05.796389] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-15T20:16:05.796419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-15T20:16:05.808193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-15T20:16:05.808513] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-15T20:16:05.809346] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-15T20:16:05.809399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:05.809432] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:05.809458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:05.809515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:05.865379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:05.866237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:05.866319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:05.866352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:05.989252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:05.989400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:05.989438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:05.989467] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:05.992837] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-15T20:16:05.993106] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-15T20:16:05.993258] [INFO ] [sig       ] AMSC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:06.133419] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMSC.txt
[2025-12-15T20:16:06.133587] [INFO ] [sig       ] [176/3591] Completed AMSC in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-15T20:16:06.133630] [INFO ] [sig       ] [177/3591] Forecasting AMSF...
[2025-12-15T20:16:06.133660] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-15T20:16:06.133691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-15T20:16:06.144526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-15T20:16:06.144880] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-15T20:16:06.145658] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-15T20:16:06.145709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:06.145742] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:06.145771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:06.145831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:06.202041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:06.202801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:06.202895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:06.202931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:06.324079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:06.324227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:06.324266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:06.324295] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:06.327986] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=58.84%)
[2025-12-15T20:16:06.328259] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-15T20:16:06.328384] [INFO ] [sig       ] AMSF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:06.468992] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMSF.txt
[2025-12-15T20:16:06.469121] [INFO ] [sig       ] [177/3591] Completed AMSF in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-15T20:16:06.469160] [INFO ] [sig       ] [178/3591] Forecasting AMTB...
[2025-12-15T20:16:06.469191] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-15T20:16:06.469222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-15T20:16:06.481198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-15T20:16:06.481592] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-15T20:16:06.482425] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-15T20:16:06.482478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:06.482511] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:06.482539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:06.482613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:06.543137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:06.544119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:06.544206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:06.544239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:06.669527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:06.669705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:06.669760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:06.669791] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:06.673137] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-15T20:16:06.673413] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-15T20:16:06.673542] [INFO ] [sig       ] AMTB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:06.825624] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMTB.txt
[2025-12-15T20:16:06.825784] [INFO ] [sig       ] [178/3591] Completed AMTB in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-15T20:16:06.825826] [INFO ] [sig       ] [179/3591] Forecasting AMTX...
[2025-12-15T20:16:06.825857] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-15T20:16:06.825886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-15T20:16:06.837404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-15T20:16:06.837829] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-15T20:16:06.838664] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-15T20:16:06.838717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:06.838751] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:06.838778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:06.838834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:06.896311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:06.897206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:06.897292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:06.897324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:07.027767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:07.027921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:07.027961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:07.027991] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:07.031451] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=35.32%)
[2025-12-15T20:16:07.031814] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-15T20:16:07.031979] [INFO ] [sig       ] AMTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:07.172542] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMTX.txt
[2025-12-15T20:16:07.172716] [INFO ] [sig       ] [179/3591] Completed AMTX in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-15T20:16:07.172756] [INFO ] [sig       ] [180/3591] Forecasting AMWD...
[2025-12-15T20:16:07.172785] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-15T20:16:07.172818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-15T20:16:07.183337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-15T20:16:07.183720] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-15T20:16:07.184494] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-15T20:16:07.184546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:07.184626] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:07.184655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:07.184712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:07.242160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:07.243070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:07.243155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:07.243189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:07.363433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:07.363610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:07.363652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:07.363683] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:07.367096] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=58.26%)
[2025-12-15T20:16:07.367379] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-15T20:16:07.367514] [INFO ] [sig       ] AMWD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:07.507277] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMWD.txt
[2025-12-15T20:16:07.507439] [INFO ] [sig       ] [180/3591] Completed AMWD in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-15T20:16:07.507482] [INFO ] [sig       ] [181/3591] Forecasting AMWL...
[2025-12-15T20:16:07.507513] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-15T20:16:07.507543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-15T20:16:07.521457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-15T20:16:07.521871] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-15T20:16:07.522686] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-15T20:16:07.522738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:07.522770] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:07.522802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:07.522860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:07.581775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:07.582689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:07.582773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:07.582807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:07.707065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:07.707216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:07.707256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:07.707285] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:07.710726] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2025-12-15T20:16:07.711004] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-15T20:16:07.711132] [INFO ] [sig       ] AMWL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:07.852307] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMWL.txt
[2025-12-15T20:16:07.852423] [INFO ] [sig       ] [181/3591] Completed AMWL in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-15T20:16:07.852460] [INFO ] [sig       ] [182/3591] Forecasting AMX...
[2025-12-15T20:16:07.852489] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-15T20:16:07.852519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-15T20:16:07.865180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-15T20:16:07.865610] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-15T20:16:07.866670] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-15T20:16:07.866724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:07.866785] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:07.866816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:07.866873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:07.925989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:07.926953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:07.927039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:07.927072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:08.047791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:08.047969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:08.048010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:08.048038] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:08.051741] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=49.36%)
[2025-12-15T20:16:08.052043] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-15T20:16:08.052198] [INFO ] [sig       ] AMX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:08.196487] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMX.txt
[2025-12-15T20:16:08.196669] [INFO ] [sig       ] [182/3591] Completed AMX in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-15T20:16:08.196716] [INFO ] [sig       ] [183/3591] Forecasting AMZD...
[2025-12-15T20:16:08.196749] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-15T20:16:08.196782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-15T20:16:08.208468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-15T20:16:08.208835] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-15T20:16:08.209670] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-15T20:16:08.209722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:08.209754] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:08.209784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:08.209853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:08.266903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:08.267501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:08.267597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:08.267632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:08.383617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:08.383771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:08.383817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:08.383889] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:08.387306] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-15T20:16:08.387596] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-15T20:16:08.387730] [INFO ] [sig       ] AMZD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:08.529858] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMZD.txt
[2025-12-15T20:16:08.530042] [INFO ] [sig       ] [183/3591] Completed AMZD in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-15T20:16:08.530082] [INFO ] [sig       ] [184/3591] Forecasting AMZN...
[2025-12-15T20:16:08.530112] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-15T20:16:08.530144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-15T20:16:08.541655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-15T20:16:08.542021] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-15T20:16:08.542823] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-15T20:16:08.542875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:08.542906] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:08.542933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:08.542989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:08.600127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:08.600957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:08.601041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:08.601073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:08.728203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:08.728351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:08.728389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:08.728418] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:08.731840] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-12-15T20:16:08.732114] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-15T20:16:08.732240] [INFO ] [sig       ] AMZN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:08.872698] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AMZN.txt
[2025-12-15T20:16:08.872835] [INFO ] [sig       ] [184/3591] Completed AMZN in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-15T20:16:08.872874] [INFO ] [sig       ] [185/3591] Forecasting AMZZ...
[2025-12-15T20:16:08.872903] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-15T20:16:08.872934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-15T20:16:08.884841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-15T20:16:08.885287] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-15T20:16:08.886120] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-15T20:16:08.886173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:08.886205] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:08.886232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:08.886289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:08.944386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:08.945325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:08.945415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:08.945449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:09.070616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:09.070774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:09.070818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:09.070855] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:09.074934] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-12-15T20:16:09.075438] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-15T20:16:09.075597] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:09.226250] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AMZZ.txt
[2025-12-15T20:16:09.226409] [INFO ] [sig       ] [185/3591] Completed AMZZ in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-15T20:16:09.226450] [INFO ] [sig       ] [186/3591] Forecasting AN...
[2025-12-15T20:16:09.226486] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-15T20:16:09.226520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-15T20:16:09.237932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-15T20:16:09.238301] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-15T20:16:09.239158] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-15T20:16:09.239210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:09.239242] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:09.239268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:09.239325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:09.295330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:09.296197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:09.296281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:09.296313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:09.417716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:09.417873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:09.417912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:09.417941] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:09.421350] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-15T20:16:09.421648] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-15T20:16:09.421778] [INFO ] [sig       ] AN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:09.562929] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AN.txt
[2025-12-15T20:16:09.563101] [INFO ] [sig       ] [186/3591] Completed AN in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-15T20:16:09.563143] [INFO ] [sig       ] [187/3591] Forecasting ANAB...
[2025-12-15T20:16:09.563174] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-15T20:16:09.563204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-15T20:16:09.574721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-15T20:16:09.575125] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-15T20:16:09.575975] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-15T20:16:09.576033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:09.576065] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:09.576094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:09.576153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:09.635664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:09.636564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:09.636673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:09.636706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:09.767305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:09.767462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:09.767502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:09.767532] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:09.771065] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=44.13%)
[2025-12-15T20:16:09.771348] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-15T20:16:09.771486] [INFO ] [sig       ] ANAB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:09.913435] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ANAB.txt
[2025-12-15T20:16:09.913614] [INFO ] [sig       ] [187/3591] Completed ANAB in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-15T20:16:09.913657] [INFO ] [sig       ] [188/3591] Forecasting ANDE...
[2025-12-15T20:16:09.913687] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-15T20:16:09.913719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-15T20:16:09.925783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-15T20:16:09.926363] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-15T20:16:09.927202] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-15T20:16:09.927256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:09.927290] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:09.927319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:09.927378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:09.986686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:09.987493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:09.987594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:09.987631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:10.115521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:10.115698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:10.115740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:10.115771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:10.119592] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=44.76%)
[2025-12-15T20:16:10.119866] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-15T20:16:10.119996] [INFO ] [sig       ] ANDE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:10.259991] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ANDE.txt
[2025-12-15T20:16:10.260121] [INFO ] [sig       ] [188/3591] Completed ANDE in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-15T20:16:10.260163] [INFO ] [sig       ] [189/3591] Forecasting ANF...
[2025-12-15T20:16:10.260192] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-15T20:16:10.260223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-15T20:16:10.271449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-15T20:16:10.271817] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-15T20:16:10.272632] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-15T20:16:10.272693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:10.272727] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:10.272754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:10.272813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:10.331140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:10.331979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:10.332066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:10.332101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:10.449467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:10.449628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:10.449672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:10.449717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:10.453211] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-15T20:16:10.453492] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-15T20:16:10.453642] [INFO ] [sig       ] ANF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:10.599064] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ANF.txt
[2025-12-15T20:16:10.599221] [INFO ] [sig       ] [189/3591] Completed ANF in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:10.599264] [INFO ] [sig       ] [190/3591] Forecasting ANGI...
[2025-12-15T20:16:10.599293] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-15T20:16:10.599324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-15T20:16:10.609960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-15T20:16:10.610297] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-15T20:16:10.611084] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-15T20:16:10.611136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:10.611167] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:10.611195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:10.611251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:10.667327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:10.668152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:10.668261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:10.668295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:10.785908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:10.786063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:10.786102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:10.786133] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:10.789682] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-15T20:16:10.789986] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-15T20:16:10.790125] [INFO ] [sig       ] ANGI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:10.932031] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ANGI.txt
[2025-12-15T20:16:10.932188] [INFO ] [sig       ] [190/3591] Completed ANGI in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:10.932231] [INFO ] [sig       ] [191/3591] Forecasting ANGL...
[2025-12-15T20:16:10.932265] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-15T20:16:10.932298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-15T20:16:10.943320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-15T20:16:10.943688] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-15T20:16:10.944486] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-15T20:16:10.944540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:10.944599] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:10.944641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:10.944703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:11.000591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:11.001536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:11.001641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:11.001692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:11.123113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:11.123267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:11.123307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:11.123335] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:11.126685] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2025-12-15T20:16:11.126959] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-15T20:16:11.127086] [INFO ] [sig       ] ANGL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:11.265883] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ANGL.txt
[2025-12-15T20:16:11.266017] [INFO ] [sig       ] [191/3591] Completed ANGL in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:11.266056] [INFO ] [sig       ] [192/3591] Forecasting ANGO...
[2025-12-15T20:16:11.266087] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-15T20:16:11.266117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-15T20:16:11.277148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-15T20:16:11.277490] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-15T20:16:11.278260] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-15T20:16:11.278312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:11.278344] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:11.278371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:11.278427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:11.334129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:11.334893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:11.334977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:11.335009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:11.455049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:11.455201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:11.455239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:11.455268] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:11.458666] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-15T20:16:11.458968] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-15T20:16:11.459101] [INFO ] [sig       ] ANGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:11.594743] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ANGO.txt
[2025-12-15T20:16:11.594875] [INFO ] [sig       ] [192/3591] Completed ANGO in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:11.594916] [INFO ] [sig       ] [193/3591] Forecasting ANIK...
[2025-12-15T20:16:11.594946] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-15T20:16:11.594975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-15T20:16:11.606630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-15T20:16:11.606995] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-15T20:16:11.607784] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-15T20:16:11.607835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:11.607867] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:11.607896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:11.607968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:11.663950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:11.664721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:11.664803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:11.664835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:11.785844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:11.785997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:11.786036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:11.786067] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:11.789877] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-12-15T20:16:11.790179] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-15T20:16:11.790460] [INFO ] [sig       ] ANIK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:11.931230] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ANIK.txt
[2025-12-15T20:16:11.931391] [INFO ] [sig       ] [193/3591] Completed ANIK in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:11.931433] [INFO ] [sig       ] [194/3591] Forecasting ANIP...
[2025-12-15T20:16:11.931463] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-15T20:16:11.931494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-15T20:16:11.942291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-15T20:16:11.942646] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-15T20:16:11.943435] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-15T20:16:11.943487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:11.943518] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:11.943544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:11.943627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:11.999418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:12.000205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:12.000288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:12.000321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:12.135460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:12.135650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:12.135714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:12.135743] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:12.139405] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-12-15T20:16:12.139718] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-15T20:16:12.139855] [INFO ] [sig       ] ANIP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:12.285930] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ANIP.txt
[2025-12-15T20:16:12.286069] [INFO ] [sig       ] [194/3591] Completed ANIP in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:12.286112] [INFO ] [sig       ] [195/3591] Forecasting ANIX...
[2025-12-15T20:16:12.286141] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-15T20:16:12.286172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-15T20:16:12.299354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-15T20:16:12.299772] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-15T20:16:12.300630] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-15T20:16:12.300684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:12.300716] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:12.300751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:12.300829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:12.357714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:12.358492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:12.358594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:12.358629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:12.487849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:12.488043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:12.488096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:12.488137] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:12.492126] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=12.64%)
[2025-12-15T20:16:12.492522] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-15T20:16:12.492709] [INFO ] [sig       ] ANIX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:12.641321] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ANIX.txt
[2025-12-15T20:16:12.641487] [INFO ] [sig       ] [195/3591] Completed ANIX in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:12.641528] [INFO ] [sig       ] [196/3591] Forecasting ANNX...
[2025-12-15T20:16:12.641561] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-15T20:16:12.641619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-15T20:16:12.653512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-15T20:16:12.653970] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-15T20:16:12.654880] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-15T20:16:12.654947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:12.654983] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:12.655012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:12.655076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:12.715285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:12.716185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:12.716275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:12.716310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:12.846236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:12.846400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:12.846441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:12.846471] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:12.850286] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-12-15T20:16:12.850597] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-15T20:16:12.850747] [INFO ] [sig       ] ANNX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:12.996064] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ANNX.txt
[2025-12-15T20:16:12.996216] [INFO ] [sig       ] [196/3591] Completed ANNX in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:12.996257] [INFO ] [sig       ] [197/3591] Forecasting ANTX...
[2025-12-15T20:16:12.996289] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-15T20:16:12.996326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-15T20:16:13.010855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-15T20:16:13.011257] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-15T20:16:13.012094] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-15T20:16:13.012147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:13.012214] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:13.012243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:13.012300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:13.067456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:13.068317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:13.068422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:13.068457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:13.186479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:13.186659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:13.186702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:13.186732] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:13.190254] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=75.19%)
[2025-12-15T20:16:13.190616] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-15T20:16:13.190775] [INFO ] [sig       ] ANTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:13.335033] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ANTX.txt
[2025-12-15T20:16:13.335195] [INFO ] [sig       ] [197/3591] Completed ANTX in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:13.335240] [INFO ] [sig       ] [198/3591] Forecasting ANVS...
[2025-12-15T20:16:13.335270] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-15T20:16:13.335302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-15T20:16:13.347270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-15T20:16:13.347682] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-15T20:16:13.348498] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-15T20:16:13.348552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:13.348604] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:13.348635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:13.348692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:13.407859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:13.408734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:13.408822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:13.408856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:13.533804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:13.533968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:13.534017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:13.534054] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:13.537727] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-15T20:16:13.538016] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-15T20:16:13.538150] [INFO ] [sig       ] ANVS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:13.686004] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ANVS.txt
[2025-12-15T20:16:13.686173] [INFO ] [sig       ] [198/3591] Completed ANVS in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-15T20:16:13.686231] [INFO ] [sig       ] [199/3591] Forecasting AOD...
[2025-12-15T20:16:13.686265] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-15T20:16:13.686299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-15T20:16:13.699566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-15T20:16:13.699986] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-15T20:16:13.700976] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-15T20:16:13.701040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:13.701081] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:13.701115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:13.701175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:13.762080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:13.763028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:13.763119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:13.763153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:13.892084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:13.892247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:13.892287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:13.892315] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:13.895772] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=79.11%)
[2025-12-15T20:16:13.896048] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-15T20:16:13.896177] [INFO ] [sig       ] AOD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:14.032911] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AOD.txt
[2025-12-15T20:16:14.033046] [INFO ] [sig       ] [199/3591] Completed AOD in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-15T20:16:14.033084] [INFO ] [sig       ] [200/3591] Forecasting AOHY...
[2025-12-15T20:16:14.033114] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-15T20:16:14.033144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-15T20:16:14.043897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-15T20:16:14.044230] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-15T20:16:14.045018] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-15T20:16:14.045069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:14.045100] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:14.045127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:14.045182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:14.099970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:14.100567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:14.100661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:14.100693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:14.214735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:14.214878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:14.214916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:14.214974] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:14.218282] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=43.84%)
[2025-12-15T20:16:14.218552] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-15T20:16:14.218698] [INFO ] [sig       ] AOHY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:14.368414] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AOHY.txt
[2025-12-15T20:16:14.368563] [INFO ] [sig       ] [200/3591] Completed AOHY in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-15T20:16:14.368621] [INFO ] [sig       ] [201/3591] Forecasting AON...
[2025-12-15T20:16:14.368651] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-15T20:16:14.368683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-15T20:16:14.380407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-15T20:16:14.380796] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-15T20:16:14.381605] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-15T20:16:14.381658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:14.381690] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:14.381717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:14.381773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:14.437834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:14.438624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:14.438708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:14.438741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:14.562105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:14.562253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:14.562293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:14.562322] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:14.565850] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-15T20:16:14.566131] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-15T20:16:14.566286] [INFO ] [sig       ] AON: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:14.703951] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AON.txt
[2025-12-15T20:16:14.704090] [INFO ] [sig       ] [201/3591] Completed AON in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-15T20:16:14.704129] [INFO ] [sig       ] [202/3591] Forecasting AOS...
[2025-12-15T20:16:14.704158] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-15T20:16:14.704190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-15T20:16:14.714995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-15T20:16:14.715336] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-15T20:16:14.716126] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-15T20:16:14.716179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:14.716210] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:14.716236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:14.716294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:14.772715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:14.773504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:14.773607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:14.773643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:14.895659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:14.895837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:14.895879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:14.895909] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:14.899319] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-15T20:16:14.899614] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-15T20:16:14.899743] [INFO ] [sig       ] AOS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:15.038231] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AOS.txt
[2025-12-15T20:16:15.038385] [INFO ] [sig       ] [202/3591] Completed AOS in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:15.038431] [INFO ] [sig       ] [203/3591] Forecasting AOSL...
[2025-12-15T20:16:15.038460] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-15T20:16:15.038490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-15T20:16:15.050374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-15T20:16:15.050820] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-15T20:16:15.051739] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-15T20:16:15.051793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:15.051826] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:15.051855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:15.051914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:15.112188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:15.112978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:15.113063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:15.113097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:15.236653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:15.236827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:15.236886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:15.236933] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:15.241370] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-15T20:16:15.241770] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-15T20:16:15.241923] [INFO ] [sig       ] AOSL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:15.404264] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AOSL.txt
[2025-12-15T20:16:15.404421] [INFO ] [sig       ] [203/3591] Completed AOSL in 0.4s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:15.404463] [INFO ] [sig       ] [204/3591] Forecasting AP...
[2025-12-15T20:16:15.404493] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-15T20:16:15.404522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-15T20:16:15.415444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-15T20:16:15.415838] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-15T20:16:15.416675] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-15T20:16:15.416728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:15.416762] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:15.416790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:15.416850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:15.475912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:15.476728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:15.476812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:15.476847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:15.597843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:15.597995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:15.598040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:15.598073] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:15.601608] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-15T20:16:15.601901] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-15T20:16:15.602040] [INFO ] [sig       ] AP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:15.747603] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AP.txt
[2025-12-15T20:16:15.747766] [INFO ] [sig       ] [204/3591] Completed AP in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:15.747819] [INFO ] [sig       ] [205/3591] Forecasting APA...
[2025-12-15T20:16:15.747850] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-15T20:16:15.747881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-15T20:16:15.759037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-15T20:16:15.759430] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-15T20:16:15.760270] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-15T20:16:15.760324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:15.760358] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:15.760387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:15.760444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:15.820008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:15.820897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:15.820982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:15.821020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:15.949718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:15.949874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:15.949913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:15.949943] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:15.953590] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-15T20:16:15.953926] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-15T20:16:15.954096] [INFO ] [sig       ] APA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:16.102325] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APA.txt
[2025-12-15T20:16:16.102514] [INFO ] [sig       ] [205/3591] Completed APA in 0.4s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:16.102566] [INFO ] [sig       ] [206/3591] Forecasting APAM...
[2025-12-15T20:16:16.102622] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-15T20:16:16.102654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-15T20:16:16.114430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-15T20:16:16.114869] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-15T20:16:16.115703] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-15T20:16:16.115755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:16.115802] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:16.115830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:16.115887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:16.174067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:16.174952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:16.175042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:16.175077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:16.302282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:16.302442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:16.302482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:16.302511] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:16.307385] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=68.20%)
[2025-12-15T20:16:16.307827] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-15T20:16:16.308011] [INFO ] [sig       ] APAM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:16.473848] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/APAM.txt
[2025-12-15T20:16:16.474004] [INFO ] [sig       ] [206/3591] Completed APAM in 0.4s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:16.474046] [INFO ] [sig       ] [207/3591] Forecasting APD...
[2025-12-15T20:16:16.474075] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-15T20:16:16.474105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-15T20:16:16.486756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-15T20:16:16.487172] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-15T20:16:16.488016] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-15T20:16:16.488071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:16.488103] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:16.488130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:16.488187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:16.548672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:16.549525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:16.549650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:16.549686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:16.693881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:16.694067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:16.694130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:16.694180] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:16.699366] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-12-15T20:16:16.699820] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-15T20:16:16.700019] [INFO ] [sig       ] APD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:16.845804] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/APD.txt
[2025-12-15T20:16:16.845948] [INFO ] [sig       ] [207/3591] Completed APD in 0.4s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:16.845988] [INFO ] [sig       ] [208/3591] Forecasting APEI...
[2025-12-15T20:16:16.846021] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-15T20:16:16.846054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-15T20:16:16.857075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-15T20:16:16.857419] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-15T20:16:16.858211] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-15T20:16:16.858263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:16.858295] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:16.858321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:16.858377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:16.913637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:16.914269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:16.914350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:16.914383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:17.028504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:17.028676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:17.028716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:17.028746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:17.032117] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-12-15T20:16:17.032412] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-15T20:16:17.032563] [INFO ] [sig       ] APEI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:17.172072] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/APEI.txt
[2025-12-15T20:16:17.172224] [INFO ] [sig       ] [208/3591] Completed APEI in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:17.172266] [INFO ] [sig       ] [209/3591] Forecasting APG...
[2025-12-15T20:16:17.172297] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-15T20:16:17.172327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-15T20:16:17.183968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-15T20:16:17.184289] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-15T20:16:17.185087] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-15T20:16:17.185139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:17.185170] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:17.185195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:17.185251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:17.240657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:17.241287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:17.241368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:17.241399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:17.367921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:17.368111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:17.368178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:17.368230] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:17.373354] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-15T20:16:17.373810] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-15T20:16:17.373990] [INFO ] [sig       ] APG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:17.518520] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/APG.txt
[2025-12-15T20:16:17.518695] [INFO ] [sig       ] [209/3591] Completed APG in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:17.518743] [INFO ] [sig       ] [210/3591] Forecasting APGE...
[2025-12-15T20:16:17.518775] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-15T20:16:17.518806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-15T20:16:17.530344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-15T20:16:17.530729] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-15T20:16:17.531514] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-15T20:16:17.531565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:17.531628] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:17.531656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:17.531712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:17.587505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:17.588148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:17.588230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:17.588262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:17.709021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:17.709171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:17.709209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:17.709238] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:17.712604] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-15T20:16:17.712875] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-15T20:16:17.713003] [INFO ] [sig       ] APGE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:17.851286] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/APGE.txt
[2025-12-15T20:16:17.851432] [INFO ] [sig       ] [210/3591] Completed APGE in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:17.851472] [INFO ] [sig       ] [211/3591] Forecasting APH...
[2025-12-15T20:16:17.851502] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-15T20:16:17.851532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-15T20:16:17.863525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-15T20:16:17.863915] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-15T20:16:17.864766] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-15T20:16:17.864818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:17.864850] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:17.864878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:17.864935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:17.921334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:17.922684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:17.922774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:17.922807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:18.046750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:18.046925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:18.046974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:18.047002] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:18.050610] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-15T20:16:18.050909] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-15T20:16:18.051052] [INFO ] [sig       ] APH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:18.192367] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APH.txt
[2025-12-15T20:16:18.192533] [INFO ] [sig       ] [211/3591] Completed APH in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:18.192598] [INFO ] [sig       ] [212/3591] Forecasting API...
[2025-12-15T20:16:18.192630] [INFO ] [sig       ] Generating forecast for: API
[2025-12-15T20:16:18.192660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-15T20:16:18.203836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-15T20:16:18.204209] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-15T20:16:18.205011] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-15T20:16:18.205063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:18.205098] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:18.205147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:18.205238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:18.272084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:18.273309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:18.273413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:18.273447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:18.396217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:18.396377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:18.396418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:18.396446] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:18.399977] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-12-15T20:16:18.400294] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-15T20:16:18.400425] [INFO ] [sig       ] API: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:18.547236] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/API.txt
[2025-12-15T20:16:18.547382] [INFO ] [sig       ] [212/3591] Completed API in 0.4s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:18.547424] [INFO ] [sig       ] [213/3591] Forecasting APLD...
[2025-12-15T20:16:18.547453] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-15T20:16:18.547483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-15T20:16:18.559038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-15T20:16:18.559421] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-15T20:16:18.560260] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-15T20:16:18.560313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:18.560346] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:18.560373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:18.560430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:18.617281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:18.618138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:18.618222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:18.618256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:18.738710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:18.738862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:18.738923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:18.738972] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:18.742498] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2025-12-15T20:16:18.742796] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-15T20:16:18.742924] [INFO ] [sig       ] APLD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:18.885164] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/APLD.txt
[2025-12-15T20:16:18.885332] [INFO ] [sig       ] [213/3591] Completed APLD in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:18.885372] [INFO ] [sig       ] [214/3591] Forecasting APLE...
[2025-12-15T20:16:18.885402] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-15T20:16:18.885432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-15T20:16:18.897161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-15T20:16:18.897593] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-15T20:16:18.898394] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-15T20:16:18.898447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:18.898516] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:18.898545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:18.898618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:18.954220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:18.955089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:18.955191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:18.955225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:19.071703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:19.071857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:19.071899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:19.071928] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:19.075372] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-12-15T20:16:19.075666] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-15T20:16:19.075798] [INFO ] [sig       ] APLE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:19.213282] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APLE.txt
[2025-12-15T20:16:19.213391] [INFO ] [sig       ] [214/3591] Completed APLE in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:19.213429] [INFO ] [sig       ] [215/3591] Forecasting APLS...
[2025-12-15T20:16:19.213458] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-15T20:16:19.213487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-15T20:16:19.226810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-15T20:16:19.227244] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-15T20:16:19.228271] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-15T20:16:19.228334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:19.228369] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:19.228396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:19.228466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:19.296662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:19.297445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:19.297538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:19.297633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:19.432935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:19.433112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:19.433169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:19.433203] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:19.437297] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=59.33%)
[2025-12-15T20:16:19.437658] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-15T20:16:19.437816] [INFO ] [sig       ] APLS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:19.597240] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/APLS.txt
[2025-12-15T20:16:19.597395] [INFO ] [sig       ] [215/3591] Completed APLS in 0.4s | 2.87 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-15T20:16:19.597449] [INFO ] [sig       ] [216/3591] Forecasting APM...
[2025-12-15T20:16:19.597487] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-15T20:16:19.597519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-15T20:16:19.609840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-15T20:16:19.610216] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-15T20:16:19.611213] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-15T20:16:19.611266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:19.611298] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:19.611324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:19.611380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:19.667900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:19.668505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:19.668610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:19.668646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:19.782790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:19.782937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:19.782977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:19.783005] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:19.786356] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=13.68%)
[2025-12-15T20:16:19.786645] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-15T20:16:19.786772] [INFO ] [sig       ] APM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:19.923855] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APM.txt
[2025-12-15T20:16:19.923976] [INFO ] [sig       ] [216/3591] Completed APM in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-15T20:16:19.924015] [INFO ] [sig       ] [217/3591] Forecasting APO...
[2025-12-15T20:16:19.924045] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-15T20:16:19.924075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-15T20:16:19.935423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-15T20:16:19.935789] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-15T20:16:19.936542] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-15T20:16:19.936621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:19.936654] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:19.936713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:19.936772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:19.991648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:19.992242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:19.992323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:19.992355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:20.114233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:20.114380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:20.114418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:20.114477] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:20.117843] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-12-15T20:16:20.118113] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-15T20:16:20.118239] [INFO ] [sig       ] APO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:20.253654] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APO.txt
[2025-12-15T20:16:20.253773] [INFO ] [sig       ] [217/3591] Completed APO in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-15T20:16:20.253811] [INFO ] [sig       ] [218/3591] Forecasting APOG...
[2025-12-15T20:16:20.253842] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-15T20:16:20.253872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-15T20:16:20.264733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-15T20:16:20.265047] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-15T20:16:20.265828] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-15T20:16:20.265880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:20.265911] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:20.265938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:20.265994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:20.321289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:20.321913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:20.321992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:20.322023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:20.440800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:20.440939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:20.440977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:20.441004] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:20.444280] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2025-12-15T20:16:20.444549] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-15T20:16:20.444698] [INFO ] [sig       ] APOG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:20.581823] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APOG.txt
[2025-12-15T20:16:20.581946] [INFO ] [sig       ] [218/3591] Completed APOG in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:20.581985] [INFO ] [sig       ] [219/3591] Forecasting APP...
[2025-12-15T20:16:20.582014] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-15T20:16:20.582044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-15T20:16:20.592749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-15T20:16:20.593066] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-15T20:16:20.593860] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-15T20:16:20.593911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:20.593943] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:20.593969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:20.594026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:20.649194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:20.649799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:20.649879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:20.649911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:20.769144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:20.769289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:20.769328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:20.769356] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:20.772719] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-12-15T20:16:20.772999] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-15T20:16:20.773135] [INFO ] [sig       ] APP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:20.909288] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APP.txt
[2025-12-15T20:16:20.909402] [INFO ] [sig       ] [219/3591] Completed APP in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:20.909440] [INFO ] [sig       ] [220/3591] Forecasting APPF...
[2025-12-15T20:16:20.909469] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-15T20:16:20.909501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-15T20:16:20.921288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-15T20:16:20.921719] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-15T20:16:20.922545] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-15T20:16:20.922619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:20.922654] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:20.922682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:20.922745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:20.979613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:20.980498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:20.980608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:20.980664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:21.100611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:21.100793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:21.100836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:21.100865] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:21.104670] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-15T20:16:21.105040] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-15T20:16:21.105194] [INFO ] [sig       ] APPF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:21.246659] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APPF.txt
[2025-12-15T20:16:21.246803] [INFO ] [sig       ] [220/3591] Completed APPF in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:21.246843] [INFO ] [sig       ] [221/3591] Forecasting APPN...
[2025-12-15T20:16:21.246873] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-15T20:16:21.246909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-15T20:16:21.263799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-15T20:16:21.264111] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-15T20:16:21.264893] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-15T20:16:21.264945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:21.264976] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:21.265003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:21.265059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:21.320846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:21.321470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:21.321551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:21.321605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:21.440449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:21.440628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:21.440670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:21.440699] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:21.444152] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=84.81%)
[2025-12-15T20:16:21.444438] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-15T20:16:21.444566] [INFO ] [sig       ] APPN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:21.585332] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/APPN.txt
[2025-12-15T20:16:21.585494] [INFO ] [sig       ] [221/3591] Completed APPN in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:21.585538] [INFO ] [sig       ] [222/3591] Forecasting APPS...
[2025-12-15T20:16:21.585567] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-15T20:16:21.585622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-15T20:16:21.596954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-15T20:16:21.597340] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-15T20:16:21.598121] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-15T20:16:21.598173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:21.598204] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:21.598230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:21.598285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:21.660426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:21.661336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:21.661423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:21.661458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:21.783591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:21.783735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:21.783775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:21.783805] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:21.787087] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-15T20:16:21.787363] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-15T20:16:21.787487] [INFO ] [sig       ] APPS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:21.927931] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APPS.txt
[2025-12-15T20:16:21.928056] [INFO ] [sig       ] [222/3591] Completed APPS in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:21.928096] [INFO ] [sig       ] [223/3591] Forecasting APVO...
[2025-12-15T20:16:21.928126] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-15T20:16:21.928155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-15T20:16:21.939820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-15T20:16:21.940142] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-15T20:16:21.940927] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-15T20:16:21.940979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:21.941011] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:21.941038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:21.941095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:21.997859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:21.998467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:21.998549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:21.998602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:22.113304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:22.113438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:22.113477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:22.113507] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:22.116946] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=43.92%)
[2025-12-15T20:16:22.117216] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-15T20:16:22.117341] [INFO ] [sig       ] APVO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:22.256443] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APVO.txt
[2025-12-15T20:16:22.256558] [INFO ] [sig       ] [223/3591] Completed APVO in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:22.256615] [INFO ] [sig       ] [224/3591] Forecasting APYX...
[2025-12-15T20:16:22.256645] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-15T20:16:22.256675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-15T20:16:22.267555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-15T20:16:22.267898] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-15T20:16:22.268712] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-15T20:16:22.268764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:22.268797] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:22.268826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:22.268883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:22.324986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:22.325723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:22.325834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:22.325868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:22.437952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:22.438102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:22.438141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:22.438169] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:22.441602] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-15T20:16:22.441881] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-15T20:16:22.442005] [INFO ] [sig       ] APYX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:22.580288] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/APYX.txt
[2025-12-15T20:16:22.580442] [INFO ] [sig       ] [224/3591] Completed APYX in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:22.580485] [INFO ] [sig       ] [225/3591] Forecasting AQMS...
[2025-12-15T20:16:22.580515] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-15T20:16:22.580546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-15T20:16:22.592303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-15T20:16:22.592708] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-15T20:16:22.593466] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-15T20:16:22.593517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:22.593549] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:22.593593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:22.593654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:22.651922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:22.652865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:22.652954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:22.652988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:22.769718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:22.769874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:22.769915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:22.769944] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:22.773456] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=90.28%)
[2025-12-15T20:16:22.773752] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-15T20:16:22.773882] [INFO ] [sig       ] AQMS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:22.915409] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AQMS.txt
[2025-12-15T20:16:22.915553] [INFO ] [sig       ] [225/3591] Completed AQMS in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:22.915613] [INFO ] [sig       ] [226/3591] Forecasting AQN...
[2025-12-15T20:16:22.915643] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-15T20:16:22.915676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-15T20:16:22.926205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-15T20:16:22.926532] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-15T20:16:22.927359] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-15T20:16:22.927411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:22.927443] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:22.927470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:22.927527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:22.983629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:22.984260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:22.984339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:22.984371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:23.101299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:23.101664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:23.101704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:23.101733] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:23.105188] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-12-15T20:16:23.105643] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-15T20:16:23.105779] [INFO ] [sig       ] AQN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:23.245531] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AQN.txt
[2025-12-15T20:16:23.245672] [INFO ] [sig       ] [226/3591] Completed AQN in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:23.245715] [INFO ] [sig       ] [227/3591] Forecasting AQNB...
[2025-12-15T20:16:23.245746] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-15T20:16:23.245776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-15T20:16:23.256502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-15T20:16:23.256852] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-15T20:16:23.257673] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-15T20:16:23.257725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:23.257757] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:23.257784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:23.257841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:23.317670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:23.318311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:23.318394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:23.318427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:23.429619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:23.429754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:23.429794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:23.429825] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:23.433233] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=35.13%)
[2025-12-15T20:16:23.433522] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-15T20:16:23.433677] [INFO ] [sig       ] AQNB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:23.573434] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AQNB.txt
[2025-12-15T20:16:23.573594] [INFO ] [sig       ] [227/3591] Completed AQNB in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:23.573637] [INFO ] [sig       ] [228/3591] Forecasting ARBB...
[2025-12-15T20:16:23.573667] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-15T20:16:23.573697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-15T20:16:23.583904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-15T20:16:23.584222] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-15T20:16:23.585013] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-15T20:16:23.585065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:23.585097] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:23.585124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:23.585181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:23.643934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:23.644814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:23.644900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:23.644933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:23.770858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:23.771018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:23.771058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:23.771088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:23.774554] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=47.74%)
[2025-12-15T20:16:23.774881] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-15T20:16:23.775023] [INFO ] [sig       ] ARBB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:23.920441] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARBB.txt
[2025-12-15T20:16:23.920587] [INFO ] [sig       ] [228/3591] Completed ARBB in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-15T20:16:23.920631] [INFO ] [sig       ] [229/3591] Forecasting ARBE...
[2025-12-15T20:16:23.920660] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-15T20:16:23.920690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-15T20:16:23.932851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-15T20:16:23.933183] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-15T20:16:23.934006] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-15T20:16:23.934060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:23.934093] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:23.934122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:23.934182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:23.992955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:23.993626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:23.993708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:23.993743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:24.117744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:24.117877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:24.117917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:24.117946] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:24.121284] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2025-12-15T20:16:24.121561] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-15T20:16:24.121708] [INFO ] [sig       ] ARBE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:24.263107] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARBE.txt
[2025-12-15T20:16:24.263225] [INFO ] [sig       ] [229/3591] Completed ARBE in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-15T20:16:24.263264] [INFO ] [sig       ] [230/3591] Forecasting ARCB...
[2025-12-15T20:16:24.263293] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-15T20:16:24.263322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-15T20:16:24.274933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-15T20:16:24.275301] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-15T20:16:24.276109] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-15T20:16:24.276178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:24.276214] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:24.276242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:24.276301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:24.334159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:24.334828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:24.334909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:24.334944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:24.457002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:24.457150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:24.457189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:24.457219] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:24.461031] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-15T20:16:24.461311] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-15T20:16:24.461442] [INFO ] [sig       ] ARCB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:24.605028] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARCB.txt
[2025-12-15T20:16:24.605153] [INFO ] [sig       ] [230/3591] Completed ARCB in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-15T20:16:24.605196] [INFO ] [sig       ] [231/3591] Forecasting ARCC...
[2025-12-15T20:16:24.605228] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-15T20:16:24.605257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-15T20:16:24.617670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-15T20:16:24.618041] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-15T20:16:24.618856] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-15T20:16:24.618931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:24.618991] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:24.619021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:24.619081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:24.677373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:24.678677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:24.678781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:24.678816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:24.800191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:24.800348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:24.800391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:24.800421] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:24.804154] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-15T20:16:24.804545] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-15T20:16:24.804763] [INFO ] [sig       ] ARCC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:24.954444] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARCC.txt
[2025-12-15T20:16:24.954646] [INFO ] [sig       ] [231/3591] Completed ARCC in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-15T20:16:24.954696] [INFO ] [sig       ] [232/3591] Forecasting ARCO...
[2025-12-15T20:16:24.954727] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-15T20:16:24.954758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-15T20:16:24.967391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-15T20:16:24.967825] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-15T20:16:24.968684] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-15T20:16:24.968740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:24.968774] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:24.968803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:24.968862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:25.029837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:25.030730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:25.030821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:25.030856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:25.147362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:25.147526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:25.147594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:25.147630] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:25.151196] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2025-12-15T20:16:25.151491] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-15T20:16:25.151652] [INFO ] [sig       ] ARCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:25.293810] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARCO.txt
[2025-12-15T20:16:25.293988] [INFO ] [sig       ] [232/3591] Completed ARCO in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-15T20:16:25.294039] [INFO ] [sig       ] [233/3591] Forecasting ARDC...
[2025-12-15T20:16:25.294071] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-15T20:16:25.294102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-15T20:16:25.306213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-15T20:16:25.306642] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-15T20:16:25.307432] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-15T20:16:25.307484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:25.307518] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:25.307545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:25.307623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:25.364106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:25.365212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:25.365301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:25.365334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:25.483874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:25.484034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:25.484073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:25.484101] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:25.487538] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-15T20:16:25.487845] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-15T20:16:25.487981] [INFO ] [sig       ] ARDC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:25.628737] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARDC.txt
[2025-12-15T20:16:25.628924] [INFO ] [sig       ] [233/3591] Completed ARDC in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-15T20:16:25.628967] [INFO ] [sig       ] [234/3591] Forecasting ARDX...
[2025-12-15T20:16:25.628998] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-15T20:16:25.629028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-15T20:16:25.640873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-15T20:16:25.641319] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-15T20:16:25.642176] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-15T20:16:25.642235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:25.642269] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:25.642298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:25.642356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:25.699472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:25.700395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:25.700489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:25.700522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:25.825010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:25.825174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:25.825226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:25.825299] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:25.828981] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-15T20:16:25.829320] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-15T20:16:25.829474] [INFO ] [sig       ] ARDX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:25.970832] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARDX.txt
[2025-12-15T20:16:25.970999] [INFO ] [sig       ] [234/3591] Completed ARDX in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:25.971045] [INFO ] [sig       ] [235/3591] Forecasting ARE...
[2025-12-15T20:16:25.971075] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-15T20:16:25.971106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-15T20:16:25.982530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-15T20:16:25.982972] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-15T20:16:25.983813] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-15T20:16:25.983866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:25.983898] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:25.983925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:25.983981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:26.043686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:26.044775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:26.044866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:26.044899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:26.173728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:26.173881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:26.173922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:26.173951] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:26.177371] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-12-15T20:16:26.177685] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-15T20:16:26.177821] [INFO ] [sig       ] ARE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:26.317854] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARE.txt
[2025-12-15T20:16:26.318014] [INFO ] [sig       ] [235/3591] Completed ARE in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:26.318054] [INFO ] [sig       ] [236/3591] Forecasting AREC...
[2025-12-15T20:16:26.318084] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-15T20:16:26.318115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-15T20:16:26.333482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-15T20:16:26.333943] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-15T20:16:26.334880] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-15T20:16:26.334936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:26.334969] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:26.334996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:26.335056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:26.391820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:26.392777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:26.392890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:26.392927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:26.515607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:26.515761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:26.515801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:26.515831] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:26.519214] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-15T20:16:26.519500] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-15T20:16:26.519652] [INFO ] [sig       ] AREC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:26.658871] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AREC.txt
[2025-12-15T20:16:26.659057] [INFO ] [sig       ] [236/3591] Completed AREC in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:26.659098] [INFO ] [sig       ] [237/3591] Forecasting ARES...
[2025-12-15T20:16:26.659129] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-15T20:16:26.659158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-15T20:16:26.670946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-15T20:16:26.671319] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-15T20:16:26.672130] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-15T20:16:26.672183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:26.672215] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:26.672242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:26.672299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:26.728652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:26.729563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:26.729698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:26.729750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:26.853499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:26.853670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:26.853728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:26.853760] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:26.857247] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-15T20:16:26.857535] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-15T20:16:26.857689] [INFO ] [sig       ] ARES: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:26.999169] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARES.txt
[2025-12-15T20:16:26.999331] [INFO ] [sig       ] [237/3591] Completed ARES in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:26.999372] [INFO ] [sig       ] [238/3591] Forecasting ARGX...
[2025-12-15T20:16:26.999401] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-15T20:16:26.999430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-15T20:16:27.011219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-15T20:16:27.011668] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-15T20:16:27.012651] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-15T20:16:27.012707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:27.012744] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:27.012782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:27.012860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:27.073954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:27.074944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:27.075053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:27.075104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:27.211941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:27.212111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:27.212155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:27.212185] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:27.216005] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-12-15T20:16:27.216326] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-15T20:16:27.216472] [INFO ] [sig       ] ARGX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:27.369229] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARGX.txt
[2025-12-15T20:16:27.369391] [INFO ] [sig       ] [238/3591] Completed ARGX in 0.4s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:27.369435] [INFO ] [sig       ] [239/3591] Forecasting ARHS...
[2025-12-15T20:16:27.369465] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-15T20:16:27.369495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-15T20:16:27.381849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-15T20:16:27.382343] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-15T20:16:27.383223] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-15T20:16:27.383278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:27.383311] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:27.383341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:27.383401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:27.443910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:27.444846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:27.444942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:27.444977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:27.575331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:27.575485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:27.575524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:27.575553] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:27.578883] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-12-15T20:16:27.579174] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-15T20:16:27.579304] [INFO ] [sig       ] ARHS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:27.716722] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARHS.txt
[2025-12-15T20:16:27.716864] [INFO ] [sig       ] [239/3591] Completed ARHS in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:27.716905] [INFO ] [sig       ] [240/3591] Forecasting ARI...
[2025-12-15T20:16:27.716934] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-15T20:16:27.716964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-15T20:16:27.728226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-15T20:16:27.728600] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-15T20:16:27.729381] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-15T20:16:27.729433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:27.729465] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:27.729491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:27.729546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:27.785005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:27.785759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:27.785840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:27.785872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:27.920139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:27.920307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:27.920353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:27.920383] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:27.923873] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-12-15T20:16:27.924157] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-15T20:16:27.924321] [INFO ] [sig       ] ARI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:28.065216] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARI.txt
[2025-12-15T20:16:28.065381] [INFO ] [sig       ] [240/3591] Completed ARI in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:28.065424] [INFO ] [sig       ] [241/3591] Forecasting ARKO...
[2025-12-15T20:16:28.065454] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-15T20:16:28.065484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-15T20:16:28.078812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-15T20:16:28.079461] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-15T20:16:28.080274] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-15T20:16:28.080328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:28.080384] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:28.080419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:28.080478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:28.137471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:28.138380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:28.138721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:28.138760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:28.260202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:28.260363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:28.260404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:28.260433] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:28.264410] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-15T20:16:28.264725] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-15T20:16:28.264862] [INFO ] [sig       ] ARKO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:28.406501] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARKO.txt
[2025-12-15T20:16:28.406652] [INFO ] [sig       ] [241/3591] Completed ARKO in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:28.406695] [INFO ] [sig       ] [242/3591] Forecasting ARLO...
[2025-12-15T20:16:28.406725] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-15T20:16:28.406755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-15T20:16:28.418330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-15T20:16:28.418689] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-15T20:16:28.419683] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-15T20:16:28.419734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:28.419765] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:28.419791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:28.419847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:28.476029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:28.476660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:28.476737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:28.476769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:28.598737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:28.598864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:28.598916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:28.598949] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:28.602290] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-12-15T20:16:28.602557] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-15T20:16:28.602699] [INFO ] [sig       ] ARLO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:28.739866] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARLO.txt
[2025-12-15T20:16:28.739989] [INFO ] [sig       ] [242/3591] Completed ARLO in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:28.740030] [INFO ] [sig       ] [243/3591] Forecasting ARLP...
[2025-12-15T20:16:28.740060] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-15T20:16:28.740091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-15T20:16:28.751250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-15T20:16:28.751633] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-15T20:16:28.752460] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-15T20:16:28.752525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:28.752563] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:28.752619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:28.752682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:28.812651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:28.813363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:28.813467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:28.813503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:28.929786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:28.929929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:28.929968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:28.929999] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:28.933371] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-15T20:16:28.933668] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-15T20:16:28.933796] [INFO ] [sig       ] ARLP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:29.072590] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARLP.txt
[2025-12-15T20:16:29.072737] [INFO ] [sig       ] [243/3591] Completed ARLP in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-15T20:16:29.072780] [INFO ] [sig       ] [244/3591] Forecasting ARM...
[2025-12-15T20:16:29.072811] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-15T20:16:29.072842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-15T20:16:29.084311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-15T20:16:29.084695] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-15T20:16:29.085515] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-15T20:16:29.085569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:29.085625] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:29.085656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:29.085716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:29.142350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:29.143022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:29.143103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:29.143136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:29.263034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:29.263177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:29.263219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:29.263250] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:29.266675] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=42.55%)
[2025-12-15T20:16:29.266942] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-15T20:16:29.267067] [INFO ] [sig       ] ARM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:29.405198] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARM.txt
[2025-12-15T20:16:29.405393] [INFO ] [sig       ] [244/3591] Completed ARM in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-15T20:16:29.405469] [INFO ] [sig       ] [245/3591] Forecasting ARMK...
[2025-12-15T20:16:29.405513] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-15T20:16:29.405555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-15T20:16:29.417782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-15T20:16:29.418183] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-15T20:16:29.419179] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-15T20:16:29.419240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:29.419274] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:29.419302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:29.419361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:29.477886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:29.478646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:29.478732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:29.478765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:29.607558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:29.607777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:29.607819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:29.607847] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:29.611368] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-15T20:16:29.611667] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-15T20:16:29.611797] [INFO ] [sig       ] ARMK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:29.748765] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARMK.txt
[2025-12-15T20:16:29.748940] [INFO ] [sig       ] [245/3591] Completed ARMK in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-15T20:16:29.748983] [INFO ] [sig       ] [246/3591] Forecasting AROC...
[2025-12-15T20:16:29.749016] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-15T20:16:29.749047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-15T20:16:29.759833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-15T20:16:29.760173] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-15T20:16:29.760956] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-15T20:16:29.761008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:29.761039] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:29.761066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:29.761135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:29.817255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:29.818172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:29.818259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:29.818293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:29.935327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:29.935476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:29.935515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:29.935543] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:29.938840] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-15T20:16:29.939139] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-15T20:16:29.939285] [INFO ] [sig       ] AROC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:30.074856] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AROC.txt
[2025-12-15T20:16:30.074984] [INFO ] [sig       ] [246/3591] Completed AROC in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-15T20:16:30.075023] [INFO ] [sig       ] [247/3591] Forecasting ARQ...
[2025-12-15T20:16:30.075053] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-15T20:16:30.075083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-15T20:16:30.085670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-15T20:16:30.086043] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-15T20:16:30.086867] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-15T20:16:30.086921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:30.086955] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:30.086982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:30.087040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:30.142431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:30.143264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:30.143347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:30.143379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:30.259037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:30.259199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:30.259238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:30.259269] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:30.263178] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-15T20:16:30.263523] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-15T20:16:30.263687] [INFO ] [sig       ] ARQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:30.417273] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARQ.txt
[2025-12-15T20:16:30.417414] [INFO ] [sig       ] [247/3591] Completed ARQ in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-15T20:16:30.417455] [INFO ] [sig       ] [248/3591] Forecasting ARQQ...
[2025-12-15T20:16:30.417485] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-15T20:16:30.417515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-15T20:16:30.428120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-15T20:16:30.428458] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-15T20:16:30.433004] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-15T20:16:30.433087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:30.433154] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:30.433183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:30.433240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:30.493272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:30.494268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:30.494351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:30.494384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:30.615946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:30.616101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:30.616141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:30.616196] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:30.619751] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=35.13%)
[2025-12-15T20:16:30.620033] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-15T20:16:30.620168] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:30.764152] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARQQ.txt
[2025-12-15T20:16:30.764312] [INFO ] [sig       ] [248/3591] Completed ARQQ in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-15T20:16:30.764363] [INFO ] [sig       ] [249/3591] Forecasting ARRY...
[2025-12-15T20:16:30.764394] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-15T20:16:30.764430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-15T20:16:30.776429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-15T20:16:30.776819] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-15T20:16:30.777698] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-15T20:16:30.777758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:30.777800] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:30.777834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:30.777894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:30.838639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:30.839609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:30.839696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:30.839729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:30.970256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:30.970445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:30.970504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:30.970536] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:30.974230] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-15T20:16:30.974612] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-15T20:16:30.974786] [INFO ] [sig       ] ARRY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:31.123907] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ARRY.txt
[2025-12-15T20:16:31.124065] [INFO ] [sig       ] [249/3591] Completed ARRY in 0.4s | 2.88 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-15T20:16:31.124110] [INFO ] [sig       ] [250/3591] Forecasting ARTL...
[2025-12-15T20:16:31.124140] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-15T20:16:31.124171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-15T20:16:31.135267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-15T20:16:31.135692] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-15T20:16:31.136480] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-15T20:16:31.136533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:31.136568] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:31.136618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:31.136676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:31.195524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:31.196409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:31.196514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:31.196548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:31.323439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:31.323668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:31.323722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:31.323753] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:31.327710] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-12-15T20:16:31.328011] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-15T20:16:31.328155] [INFO ] [sig       ] ARTL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:31.474275] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARTL.txt
[2025-12-15T20:16:31.474422] [INFO ] [sig       ] [250/3591] Completed ARTL in 0.4s | 2.88 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-15T20:16:31.474462] [INFO ] [sig       ] [251/3591] Forecasting ARTNA...
[2025-12-15T20:16:31.474501] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-15T20:16:31.474559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-15T20:16:31.486910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-15T20:16:31.487304] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-15T20:16:31.488151] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-15T20:16:31.488204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:31.488236] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:31.488263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:31.488321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:31.547440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:31.548370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:31.548459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:31.548492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:31.675252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:31.675409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:31.675448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:31.675508] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:31.679179] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=67.94%)
[2025-12-15T20:16:31.679474] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-15T20:16:31.679634] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:31.828970] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARTNA.txt
[2025-12-15T20:16:31.829131] [INFO ] [sig       ] [251/3591] Completed ARTNA in 0.4s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:31.829171] [INFO ] [sig       ] [252/3591] Forecasting ARVN...
[2025-12-15T20:16:31.829200] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-15T20:16:31.829233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-15T20:16:31.841001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-15T20:16:31.841382] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-15T20:16:31.842295] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-15T20:16:31.842357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:31.842402] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:31.842455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:31.842536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:31.900911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:31.901744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:31.901827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:31.901860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:32.032748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:32.033017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:32.033064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:32.033094] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:32.036783] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=78.99%)
[2025-12-15T20:16:32.037075] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-15T20:16:32.037210] [INFO ] [sig       ] ARVN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:32.181333] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ARVN.txt
[2025-12-15T20:16:32.181479] [INFO ] [sig       ] [252/3591] Completed ARVN in 0.4s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:32.181520] [INFO ] [sig       ] [253/3591] Forecasting ASA...
[2025-12-15T20:16:32.181549] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-15T20:16:32.181599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-15T20:16:32.192764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-15T20:16:32.193120] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-15T20:16:32.193910] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-15T20:16:32.193962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:32.193993] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:32.194019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:32.194077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:32.251786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:32.252615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:32.252697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:32.252730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:32.377113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:32.377266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:32.377305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:32.377335] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:32.380934] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=20.63%)
[2025-12-15T20:16:32.381213] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-15T20:16:32.381343] [INFO ] [sig       ] ASA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:32.526367] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASA.txt
[2025-12-15T20:16:32.526518] [INFO ] [sig       ] [253/3591] Completed ASA in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:32.526558] [INFO ] [sig       ] [254/3591] Forecasting ASB...
[2025-12-15T20:16:32.526608] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-15T20:16:32.526643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-15T20:16:32.538935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-15T20:16:32.539355] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-15T20:16:32.540174] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-15T20:16:32.540227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:32.540258] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:32.540285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:32.540342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:32.598059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:32.599023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:32.599140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:32.599174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:32.722178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:32.722334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:32.722372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:32.722402] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:32.725819] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2025-12-15T20:16:32.726128] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-15T20:16:32.726270] [INFO ] [sig       ] ASB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:32.871120] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASB.txt
[2025-12-15T20:16:32.871280] [INFO ] [sig       ] [254/3591] Completed ASB in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:32.871323] [INFO ] [sig       ] [255/3591] Forecasting ASBA...
[2025-12-15T20:16:32.871356] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-15T20:16:32.871388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-15T20:16:32.882891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-15T20:16:32.883329] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-15T20:16:32.884265] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-15T20:16:32.884329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:32.884362] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:32.884390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:32.884461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:32.942817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:32.943688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:32.943776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:32.943809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:33.062094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:33.062283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:33.062326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:33.062355] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:33.066177] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-15T20:16:33.066549] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-15T20:16:33.066715] [INFO ] [sig       ] ASBA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:33.212774] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASBA.txt
[2025-12-15T20:16:33.212943] [INFO ] [sig       ] [255/3591] Completed ASBA in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:33.212984] [INFO ] [sig       ] [256/3591] Forecasting ASC...
[2025-12-15T20:16:33.213013] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-15T20:16:33.213053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-15T20:16:33.225271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-15T20:16:33.225677] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-15T20:16:33.226510] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-15T20:16:33.226564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:33.226618] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:33.226644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:33.226701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:33.282747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:33.283606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:33.283691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:33.283723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:33.395353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:33.395504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:33.395544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:33.395591] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:33.399078] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-12-15T20:16:33.399359] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-15T20:16:33.399494] [INFO ] [sig       ] ASC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:33.541002] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASC.txt
[2025-12-15T20:16:33.541140] [INFO ] [sig       ] [256/3591] Completed ASC in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:33.541179] [INFO ] [sig       ] [257/3591] Forecasting ASG...
[2025-12-15T20:16:33.541218] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-15T20:16:33.541252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-15T20:16:33.558325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-15T20:16:33.559115] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-15T20:16:33.560539] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-15T20:16:33.560676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:33.560739] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:33.560786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:33.560879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:33.663464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:33.665041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:33.665188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:33.665251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:33.857893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:33.858124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:33.858171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:33.858202] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:33.862234] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-15T20:16:33.862606] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-15T20:16:33.862759] [INFO ] [sig       ] ASG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:34.011329] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASG.txt
[2025-12-15T20:16:34.011540] [INFO ] [sig       ] [257/3591] Completed ASG in 0.5s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:34.011601] [INFO ] [sig       ] [258/3591] Forecasting ASGI...
[2025-12-15T20:16:34.011634] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-15T20:16:34.011668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-15T20:16:34.025470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-15T20:16:34.026036] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-15T20:16:34.026931] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-15T20:16:34.026987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:34.027021] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:34.027051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:34.027110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:34.084722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:34.085716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:34.085862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:34.085912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:34.211606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:34.211974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:34.212017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:34.212047] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:34.215797] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=54.51%)
[2025-12-15T20:16:34.216089] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-15T20:16:34.216225] [INFO ] [sig       ] ASGI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:34.364845] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASGI.txt
[2025-12-15T20:16:34.365030] [INFO ] [sig       ] [258/3591] Completed ASGI in 0.4s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:34.365075] [INFO ] [sig       ] [259/3591] Forecasting ASGN...
[2025-12-15T20:16:34.365106] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-15T20:16:34.365138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-15T20:16:34.376418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-15T20:16:34.376806] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-15T20:16:34.377631] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-15T20:16:34.377686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:34.377721] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:34.377751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:34.377812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:34.434900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:34.435765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:34.435854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:34.435887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:34.561148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:34.561290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:34.561332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:34.561363] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:34.564907] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-15T20:16:34.565187] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-15T20:16:34.565321] [INFO ] [sig       ] ASGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:34.720345] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASGN.txt
[2025-12-15T20:16:34.720500] [INFO ] [sig       ] [259/3591] Completed ASGN in 0.4s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:34.720541] [INFO ] [sig       ] [260/3591] Forecasting ASH...
[2025-12-15T20:16:34.720589] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-15T20:16:34.720623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-15T20:16:34.732281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-15T20:16:34.732672] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-15T20:16:34.733451] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-15T20:16:34.733506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:34.733539] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:34.733567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:34.733668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:34.789598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:34.790350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:34.790442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:34.790477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:34.917004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:34.917173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:34.917231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:34.917265] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:34.920829] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=59.03%)
[2025-12-15T20:16:34.921112] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-15T20:16:34.921247] [INFO ] [sig       ] ASH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:35.058625] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASH.txt
[2025-12-15T20:16:35.058769] [INFO ] [sig       ] [260/3591] Completed ASH in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:35.058810] [INFO ] [sig       ] [261/3591] Forecasting ASIX...
[2025-12-15T20:16:35.058838] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-15T20:16:35.058868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-15T20:16:35.070148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-15T20:16:35.070514] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-15T20:16:35.071339] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-15T20:16:35.071393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:35.071428] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:35.071457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:35.071516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:35.130165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:35.131055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:35.131138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:35.131170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:35.246900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:35.247056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:35.247095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:35.247124] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:35.250611] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-15T20:16:35.250899] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-15T20:16:35.251029] [INFO ] [sig       ] ASIX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:35.438883] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASIX.txt
[2025-12-15T20:16:35.439106] [INFO ] [sig       ] [261/3591] Completed ASIX in 0.4s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:35.439166] [INFO ] [sig       ] [262/3591] Forecasting ASLE...
[2025-12-15T20:16:35.439209] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-15T20:16:35.439252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-15T20:16:35.450064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-15T20:16:35.450412] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-15T20:16:35.451236] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-15T20:16:35.451290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:35.451324] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:35.451354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:35.451414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:35.507689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:35.508470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:35.508558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:35.508613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:35.628342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:35.628499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:35.628539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:35.628569] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:35.632015] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=38.63%)
[2025-12-15T20:16:35.632286] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-15T20:16:35.632411] [INFO ] [sig       ] ASLE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:35.772621] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASLE.txt
[2025-12-15T20:16:35.772778] [INFO ] [sig       ] [262/3591] Completed ASLE in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:35.772822] [INFO ] [sig       ] [263/3591] Forecasting ASMB...
[2025-12-15T20:16:35.772852] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-15T20:16:35.772883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-15T20:16:35.783762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-15T20:16:35.784155] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-15T20:16:35.784968] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-15T20:16:35.785019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:35.785050] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:35.785076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:35.785137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:35.841411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:35.842157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:35.842236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:35.842268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:35.975713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:35.975884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:35.975924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:35.975952] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:35.979515] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=41.62%)
[2025-12-15T20:16:35.979811] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-15T20:16:35.979948] [INFO ] [sig       ] ASMB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:36.117767] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASMB.txt
[2025-12-15T20:16:36.117919] [INFO ] [sig       ] [263/3591] Completed ASMB in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:36.117963] [INFO ] [sig       ] [264/3591] Forecasting ASML...
[2025-12-15T20:16:36.117994] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-15T20:16:36.118025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-15T20:16:36.195693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-15T20:16:36.196042] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-15T20:16:36.196847] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-15T20:16:36.196902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:36.196939] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:36.196970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:36.197029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:36.254126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:36.254870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:36.254957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:36.254992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:36.382238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:36.382362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:36.382403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:36.382434] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:36.385745] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-15T20:16:36.386016] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-15T20:16:36.386141] [INFO ] [sig       ] ASML: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:36.526725] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASML.txt
[2025-12-15T20:16:36.526857] [INFO ] [sig       ] [264/3591] Completed ASML in 0.4s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:36.526900] [INFO ] [sig       ] [265/3591] Forecasting ASND...
[2025-12-15T20:16:36.526930] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-15T20:16:36.526961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-15T20:16:36.538432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-15T20:16:36.538803] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-15T20:16:36.539670] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-15T20:16:36.539738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:36.539805] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:36.539845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:36.539925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:36.596127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:36.596805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:36.596883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:36.596916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:36.716961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:36.717112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:36.717151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:36.717179] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:36.720540] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=78.60%)
[2025-12-15T20:16:36.720827] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-15T20:16:36.720952] [INFO ] [sig       ] ASND: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:36.865810] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASND.txt
[2025-12-15T20:16:36.865954] [INFO ] [sig       ] [265/3591] Completed ASND in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:36.866007] [INFO ] [sig       ] [266/3591] Forecasting ASNS...
[2025-12-15T20:16:36.866044] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-15T20:16:36.866075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-15T20:16:36.877325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-15T20:16:36.877692] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-15T20:16:36.878521] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-15T20:16:36.878600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:36.878642] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:36.878671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:36.878739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:36.934876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:36.935531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:36.935641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:36.935676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:37.051043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:37.051199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:37.051240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:37.051271] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:37.054784] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-15T20:16:37.055052] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-15T20:16:37.055177] [INFO ] [sig       ] ASNS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:37.197728] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASNS.txt
[2025-12-15T20:16:37.197860] [INFO ] [sig       ] [266/3591] Completed ASNS in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-15T20:16:37.197900] [INFO ] [sig       ] [267/3591] Forecasting ASO...
[2025-12-15T20:16:37.197930] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-15T20:16:37.197960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-15T20:16:37.209146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-15T20:16:37.209479] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-15T20:16:37.210292] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-15T20:16:37.210345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:37.210377] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:37.210410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:37.210488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:37.269045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:37.269775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:37.269855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:37.269889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:37.391648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:37.391803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:37.391842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:37.391871] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:37.395232] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-12-15T20:16:37.395524] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-15T20:16:37.395697] [INFO ] [sig       ] ASO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:37.535277] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASO.txt
[2025-12-15T20:16:37.535441] [INFO ] [sig       ] [267/3591] Completed ASO in 0.3s | 2.88 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-15T20:16:37.535484] [INFO ] [sig       ] [268/3591] Forecasting ASPI...
[2025-12-15T20:16:37.535514] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-15T20:16:37.535546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-15T20:16:37.546522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-15T20:16:37.546884] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-15T20:16:37.547760] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-15T20:16:37.547813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:37.547846] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:37.547872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:37.547929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:37.609756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:37.610611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:37.610696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:37.610730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:37.734867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:37.735057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:37.735097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:37.735157] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:37.738629] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-15T20:16:37.739058] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-15T20:16:37.739228] [INFO ] [sig       ] ASPI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:37.880301] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASPI.txt
[2025-12-15T20:16:37.880432] [INFO ] [sig       ] [268/3591] Completed ASPI in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:37.880481] [INFO ] [sig       ] [269/3591] Forecasting ASPN...
[2025-12-15T20:16:37.880518] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-15T20:16:37.880555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-15T20:16:37.891616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-15T20:16:37.891952] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-15T20:16:37.892729] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-15T20:16:37.892780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:37.892811] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:37.892838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:37.892894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:37.947957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:37.948597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:37.948676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:37.948708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:38.070883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:38.071022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:38.071061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:38.071089] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:38.074381] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-15T20:16:38.074670] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-15T20:16:38.074797] [INFO ] [sig       ] ASPN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:38.216513] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASPN.txt
[2025-12-15T20:16:38.216665] [INFO ] [sig       ] [269/3591] Completed ASPN in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:38.216706] [INFO ] [sig       ] [270/3591] Forecasting ASPS...
[2025-12-15T20:16:38.216735] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-15T20:16:38.216766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-15T20:16:38.227607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-15T20:16:38.227960] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-15T20:16:38.228829] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-15T20:16:38.228882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:38.228939] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:38.228973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:38.229031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:38.288033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:38.288818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:38.288941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:38.288979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:38.405741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:38.405888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:38.405927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:38.405955] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:38.409308] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-15T20:16:38.409644] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-15T20:16:38.409769] [INFO ] [sig       ] ASPS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:38.552189] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASPS.txt
[2025-12-15T20:16:38.552326] [INFO ] [sig       ] [270/3591] Completed ASPS in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:38.552367] [INFO ] [sig       ] [271/3591] Forecasting ASTE...
[2025-12-15T20:16:38.552396] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-15T20:16:38.552427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-15T20:16:38.563262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-15T20:16:38.563609] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-15T20:16:38.564387] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-15T20:16:38.564439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:38.564470] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:38.564497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:38.564563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:38.623112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:38.623815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:38.623904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:38.623938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:38.745456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:38.745641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:38.745688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:38.745724] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:38.749186] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-12-15T20:16:38.749461] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-15T20:16:38.749630] [INFO ] [sig       ] ASTE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:38.894086] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASTE.txt
[2025-12-15T20:16:38.894214] [INFO ] [sig       ] [271/3591] Completed ASTE in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:38.894253] [INFO ] [sig       ] [272/3591] Forecasting ASTH...
[2025-12-15T20:16:38.894283] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-15T20:16:38.894312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-15T20:16:38.904772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-15T20:16:38.905097] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-15T20:16:38.905870] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-15T20:16:38.905923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:38.905956] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:38.905982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:38.906041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:38.964126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:38.964970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:38.965055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:38.965089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:39.089940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:39.090080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:39.090133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:39.090162] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:39.093823] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-15T20:16:39.094088] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-15T20:16:39.094212] [INFO ] [sig       ] ASTH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:39.235255] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASTH.txt
[2025-12-15T20:16:39.235372] [INFO ] [sig       ] [272/3591] Completed ASTH in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:39.235412] [INFO ] [sig       ] [273/3591] Forecasting ASTI...
[2025-12-15T20:16:39.235441] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-15T20:16:39.235471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-15T20:16:39.246318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-15T20:16:39.246673] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-15T20:16:39.247420] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-15T20:16:39.247472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:39.247504] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:39.247531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:39.247609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:39.306837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:39.307558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:39.307661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:39.307696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:39.427150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:39.427297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:39.427335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:39.427363] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:39.430712] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-15T20:16:39.430990] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-15T20:16:39.431117] [INFO ] [sig       ] ASTI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:39.569679] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ASTI.txt
[2025-12-15T20:16:39.569816] [INFO ] [sig       ] [273/3591] Completed ASTI in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:39.569858] [INFO ] [sig       ] [274/3591] Forecasting ASTL...
[2025-12-15T20:16:39.569887] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-15T20:16:39.569916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-15T20:16:39.581031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-15T20:16:39.581404] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-15T20:16:39.582398] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-15T20:16:39.582462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:39.582501] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:39.582530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:39.582605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:39.639307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:39.640128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:39.640209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:39.640241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:39.759061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:39.759211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:39.759251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:39.759281] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:39.762825] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-15T20:16:39.763100] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-15T20:16:39.763231] [INFO ] [sig       ] ASTL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:39.903554] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASTL.txt
[2025-12-15T20:16:39.903749] [INFO ] [sig       ] [274/3591] Completed ASTL in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:39.903788] [INFO ] [sig       ] [275/3591] Forecasting ASTS...
[2025-12-15T20:16:39.903820] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-15T20:16:39.903849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-15T20:16:39.914601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-15T20:16:39.914950] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-15T20:16:39.915718] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-15T20:16:39.915770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:39.915801] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:39.915828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:39.915885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:39.973547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:39.974342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:39.974450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:39.974485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:40.107528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:40.107723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:40.107764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:40.107793] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:40.111419] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-15T20:16:40.111845] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-15T20:16:40.112011] [INFO ] [sig       ] ASTS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:40.252152] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASTS.txt
[2025-12-15T20:16:40.252280] [INFO ] [sig       ] [275/3591] Completed ASTS in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:40.252319] [INFO ] [sig       ] [276/3591] Forecasting ASX...
[2025-12-15T20:16:40.252349] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-15T20:16:40.252379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-15T20:16:40.263453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-15T20:16:40.263840] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-15T20:16:40.264747] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-15T20:16:40.264801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:40.264845] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:40.264874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:40.264932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:40.320920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:40.321613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:40.321695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:40.321727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:40.447393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:40.447562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:40.447627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:40.447657] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:40.451117] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-15T20:16:40.451389] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-15T20:16:40.451514] [INFO ] [sig       ] ASX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:40.588874] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASX.txt
[2025-12-15T20:16:40.589055] [INFO ] [sig       ] [276/3591] Completed ASX in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:40.589094] [INFO ] [sig       ] [277/3591] Forecasting ASYS...
[2025-12-15T20:16:40.589124] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-15T20:16:40.589155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-15T20:16:40.599960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-15T20:16:40.600293] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-15T20:16:40.601069] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-15T20:16:40.601120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:40.601152] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:40.601178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:40.601236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:40.656400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:40.657108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:40.657190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:40.657224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:40.784082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:40.784232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:40.784271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:40.784299] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:40.787735] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=43.07%)
[2025-12-15T20:16:40.788006] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-15T20:16:40.788133] [INFO ] [sig       ] ASYS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:40.927029] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ASYS.txt
[2025-12-15T20:16:40.927165] [INFO ] [sig       ] [277/3591] Completed ASYS in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:40.927203] [INFO ] [sig       ] [278/3591] Forecasting ATAI...
[2025-12-15T20:16:40.927233] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-15T20:16:40.927262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-15T20:16:40.937895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-15T20:16:40.938241] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-15T20:16:40.939038] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-15T20:16:40.939090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:40.939121] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:40.939147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:40.939203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:41.011689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:41.012546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:41.012652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:41.012687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:41.130966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:41.131113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:41.131154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:41.131185] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:41.134522] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=19.71%)
[2025-12-15T20:16:41.134814] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-15T20:16:41.134940] [INFO ] [sig       ] ATAI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:41.272452] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ATAI.txt
[2025-12-15T20:16:41.272624] [INFO ] [sig       ] [278/3591] Completed ATAI in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:41.272668] [INFO ] [sig       ] [279/3591] Forecasting ATEC...
[2025-12-15T20:16:41.272699] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-15T20:16:41.272729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-15T20:16:41.284018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-15T20:16:41.284383] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-15T20:16:41.285166] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-15T20:16:41.285219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:41.285250] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:41.285277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:41.285334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:41.341865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:41.342547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:41.342646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:41.342680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:41.465677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:41.465834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:41.465873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:41.465900] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:41.469185] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=52.93%)
[2025-12-15T20:16:41.469457] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-15T20:16:41.469598] [INFO ] [sig       ] ATEC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:41.614383] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATEC.txt
[2025-12-15T20:16:41.614517] [INFO ] [sig       ] [279/3591] Completed ATEC in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-15T20:16:41.614562] [INFO ] [sig       ] [280/3591] Forecasting ATEN...
[2025-12-15T20:16:41.614615] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-15T20:16:41.614647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-15T20:16:41.626860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-15T20:16:41.627174] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-15T20:16:41.628002] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-15T20:16:41.628056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:41.628088] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:41.628116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:41.628172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:41.686434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:41.687189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:41.687271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:41.687304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:41.810476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:41.810654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:41.810702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:41.810737] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:41.814031] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-15T20:16:41.814297] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-15T20:16:41.814423] [INFO ] [sig       ] ATEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:41.954421] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATEN.txt
[2025-12-15T20:16:41.954632] [INFO ] [sig       ] [280/3591] Completed ATEN in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-15T20:16:41.954691] [INFO ] [sig       ] [281/3591] Forecasting ATEX...
[2025-12-15T20:16:41.954734] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-15T20:16:41.954773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-15T20:16:41.965685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-15T20:16:41.966032] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-15T20:16:41.966897] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-15T20:16:41.966951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:41.966984] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:41.967012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:41.967070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:42.024273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:42.024961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:42.025044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:42.025077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:42.144354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:42.144503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:42.144547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:42.144597] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:42.147942] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=56.77%)
[2025-12-15T20:16:42.148217] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-15T20:16:42.148359] [INFO ] [sig       ] ATEX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:42.288255] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATEX.txt
[2025-12-15T20:16:42.288408] [INFO ] [sig       ] [281/3591] Completed ATEX in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-15T20:16:42.288449] [INFO ] [sig       ] [282/3591] Forecasting ATGE...
[2025-12-15T20:16:42.288482] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-15T20:16:42.288513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-15T20:16:42.299357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-15T20:16:42.299752] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-15T20:16:42.300591] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-15T20:16:42.300649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:42.300708] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:42.300738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:42.300797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:42.357220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:42.357916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:42.357998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:42.358031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:42.476103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:42.476253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:42.476293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:42.476323] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:42.479738] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-15T20:16:42.480020] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-15T20:16:42.480146] [INFO ] [sig       ] ATGE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:42.617719] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATGE.txt
[2025-12-15T20:16:42.617847] [INFO ] [sig       ] [282/3591] Completed ATGE in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-15T20:16:42.617886] [INFO ] [sig       ] [283/3591] Forecasting ATHA...
[2025-12-15T20:16:42.617916] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-15T20:16:42.617953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-15T20:16:42.628648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-15T20:16:42.629023] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-15T20:16:42.629897] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-15T20:16:42.629950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:42.629983] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:42.630011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:42.630069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:42.686855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:42.687522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:42.687619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:42.687654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:42.809156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:42.809291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:42.809329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:42.809374] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:42.812729] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=37.12%)
[2025-12-15T20:16:42.812993] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-15T20:16:42.813118] [INFO ] [sig       ] ATHA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:42.951152] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ATHA.txt
[2025-12-15T20:16:42.951303] [INFO ] [sig       ] [283/3591] Completed ATHA in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-15T20:16:42.951347] [INFO ] [sig       ] [284/3591] Forecasting ATHM...
[2025-12-15T20:16:42.951379] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-15T20:16:42.951409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-15T20:16:42.963784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-15T20:16:42.964242] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-15T20:16:42.965228] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-15T20:16:42.965293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:42.965334] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:42.965372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:42.965450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:43.025636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:43.026500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:43.026611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:43.026649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:43.150819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:43.150974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:43.151013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:43.151041] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:43.154410] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=86.09%)
[2025-12-15T20:16:43.154714] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-15T20:16:43.154841] [INFO ] [sig       ] ATHM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:43.291058] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATHM.txt
[2025-12-15T20:16:43.291206] [INFO ] [sig       ] [284/3591] Completed ATHM in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-15T20:16:43.291248] [INFO ] [sig       ] [285/3591] Forecasting ATI...
[2025-12-15T20:16:43.291277] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-15T20:16:43.291307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-15T20:16:43.301922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-15T20:16:43.302270] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-15T20:16:43.303052] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-15T20:16:43.303103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:43.303135] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:43.303161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:43.303217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:43.359650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:43.360570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:43.360715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:43.360752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:43.486764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:43.486929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:43.486970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:43.487031] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:43.490439] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=71.14%)
[2025-12-15T20:16:43.490744] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-15T20:16:43.490878] [INFO ] [sig       ] ATI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:43.627398] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATI.txt
[2025-12-15T20:16:43.627537] [INFO ] [sig       ] [285/3591] Completed ATI in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-15T20:16:43.627601] [INFO ] [sig       ] [286/3591] Forecasting ATLC...
[2025-12-15T20:16:43.627635] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-15T20:16:43.627665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-15T20:16:43.638518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-15T20:16:43.638897] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-15T20:16:43.639713] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-15T20:16:43.639765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:43.639796] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:43.639822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:43.639878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:43.694991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:43.695784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:43.695869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:43.695901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:43.815261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:43.815416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:43.815454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:43.815482] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:43.818828] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-15T20:16:43.819124] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-15T20:16:43.819249] [INFO ] [sig       ] ATLC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:43.955890] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ATLC.txt
[2025-12-15T20:16:43.956058] [INFO ] [sig       ] [286/3591] Completed ATLC in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-15T20:16:43.956104] [INFO ] [sig       ] [287/3591] Forecasting ATLCZ...
[2025-12-15T20:16:43.956133] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-15T20:16:43.956162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-15T20:16:43.967151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-15T20:16:43.967511] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-15T20:16:43.968309] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-15T20:16:43.968360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:43.968392] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:43.968432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:43.968491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:44.024160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:44.025111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:44.025196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:44.025228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:44.141043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:44.141197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:44.141237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:44.141266] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:44.144664] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-15T20:16:44.144960] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-15T20:16:44.145083] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:44.280978] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATLCZ.txt
[2025-12-15T20:16:44.281109] [INFO ] [sig       ] [287/3591] Completed ATLCZ in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-15T20:16:44.281150] [INFO ] [sig       ] [288/3591] Forecasting ATLO...
[2025-12-15T20:16:44.281179] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-15T20:16:44.281210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-15T20:16:44.292647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-15T20:16:44.293082] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-15T20:16:44.293899] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-15T20:16:44.293950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:44.293981] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:44.294006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:44.294061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:44.349115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:44.349746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:44.349824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:44.349856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:44.452901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:44.453035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:44.453071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:44.453099] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:44.456296] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-15T20:16:44.456562] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-15T20:16:44.456703] [INFO ] [sig       ] ATLO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:44.598423] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATLO.txt
[2025-12-15T20:16:44.598532] [INFO ] [sig       ] [288/3591] Completed ATLO in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-15T20:16:44.598584] [INFO ] [sig       ] [289/3591] Forecasting ATNI...
[2025-12-15T20:16:44.598618] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-15T20:16:44.598647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-15T20:16:44.610893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-15T20:16:44.611394] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-15T20:16:44.612180] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-15T20:16:44.612240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:44.612271] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:44.612298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:44.612355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:44.669349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:44.670135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:44.670214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:44.670245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:44.795490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:44.795660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:44.795704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:44.795732] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:44.799020] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-15T20:16:44.799290] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-15T20:16:44.799416] [INFO ] [sig       ] ATNI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:44.935130] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ATNI.txt
[2025-12-15T20:16:44.935245] [INFO ] [sig       ] [289/3591] Completed ATNI in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-15T20:16:44.935284] [INFO ] [sig       ] [290/3591] Forecasting ATO...
[2025-12-15T20:16:44.935313] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-15T20:16:44.935344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-15T20:16:44.946140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-15T20:16:44.946449] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-15T20:16:44.947206] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-15T20:16:44.947258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:44.947289] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:44.947315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:44.947372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:45.002124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:45.002770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:45.002850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:45.002881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:45.130774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:45.130927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:45.130964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:45.130992] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:45.134293] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-12-15T20:16:45.134558] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-15T20:16:45.134703] [INFO ] [sig       ] ATO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:45.275023] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ATO.txt
[2025-12-15T20:16:45.275153] [INFO ] [sig       ] [290/3591] Completed ATO in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-15T20:16:45.275192] [INFO ] [sig       ] [291/3591] Forecasting ATOM...
[2025-12-15T20:16:45.275223] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-15T20:16:45.275258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-15T20:16:45.286104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-15T20:16:45.286422] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-15T20:16:45.287180] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-15T20:16:45.287232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:45.287264] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:45.287290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:45.287347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:45.342833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:45.343495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:45.343591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:45.343625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:45.467492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:45.467662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:45.467710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:45.467746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:45.471146] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=76.01%)
[2025-12-15T20:16:45.471414] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-15T20:16:45.471539] [INFO ] [sig       ] ATOM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:45.611743] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATOM.txt
[2025-12-15T20:16:45.611918] [INFO ] [sig       ] [291/3591] Completed ATOM in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-15T20:16:45.611960] [INFO ] [sig       ] [292/3591] Forecasting ATRA...
[2025-12-15T20:16:45.611989] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-15T20:16:45.612021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-15T20:16:45.623250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-15T20:16:45.623652] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-15T20:16:45.624407] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-15T20:16:45.624458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:45.624489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:45.624516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:45.624594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:45.681294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:45.682148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:45.682262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:45.682297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:45.802554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:45.802718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:45.802757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:45.802787] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:45.806047] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-12-15T20:16:45.806311] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-15T20:16:45.806998] [INFO ] [sig       ] ATRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:45.947106] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ATRA.txt
[2025-12-15T20:16:45.947271] [INFO ] [sig       ] [292/3591] Completed ATRA in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:45.947316] [INFO ] [sig       ] [293/3591] Forecasting ATRC...
[2025-12-15T20:16:45.947346] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-15T20:16:45.947376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-15T20:16:45.958776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-15T20:16:45.959194] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-15T20:16:45.959982] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-15T20:16:45.960034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:45.960066] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:45.960091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:45.960147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:46.014681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:46.015468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:46.015552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:46.015604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:46.138728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:46.138925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:46.138967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:46.138996] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:46.142334] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-15T20:16:46.142623] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-15T20:16:46.142749] [INFO ] [sig       ] ATRC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:46.279942] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ATRC.txt
[2025-12-15T20:16:46.280092] [INFO ] [sig       ] [293/3591] Completed ATRC in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:46.280135] [INFO ] [sig       ] [294/3591] Forecasting ATRO...
[2025-12-15T20:16:46.280164] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-15T20:16:46.280193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-15T20:16:46.291800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-15T20:16:46.292129] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-15T20:16:46.292894] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-15T20:16:46.292945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:46.292977] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:46.293004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:46.293061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:46.348193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:46.349042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:46.349125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:46.349157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:46.473443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:46.473614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:46.473655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:46.473700] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:46.477112] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-12-15T20:16:46.477386] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-15T20:16:46.477521] [INFO ] [sig       ] ATRO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:46.617706] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ATRO.txt
[2025-12-15T20:16:46.617837] [INFO ] [sig       ] [294/3591] Completed ATRO in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:46.617879] [INFO ] [sig       ] [295/3591] Forecasting ATXS...
[2025-12-15T20:16:46.617909] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-15T20:16:46.617938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-15T20:16:46.629088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-15T20:16:46.629456] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-15T20:16:46.630475] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-15T20:16:46.630541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:46.630616] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:46.630664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:46.630761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:46.686036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:46.686842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:46.686926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:46.686957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:46.808461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:46.808629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:46.808670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:46.808701] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:46.812047] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=14.91%)
[2025-12-15T20:16:46.812314] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-15T20:16:46.812438] [INFO ] [sig       ] ATXS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:46.951144] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ATXS.txt
[2025-12-15T20:16:46.951380] [INFO ] [sig       ] [295/3591] Completed ATXS in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:46.951435] [INFO ] [sig       ] [296/3591] Forecasting AUB...
[2025-12-15T20:16:46.951482] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-15T20:16:46.951524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-15T20:16:46.964463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-15T20:16:46.964893] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-15T20:16:46.965710] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-15T20:16:46.965762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:46.965795] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:46.965823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:46.965881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:47.031161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:47.032051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:47.032138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:47.032188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:47.152731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:47.152888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:47.152929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:47.152959] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:47.156389] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=68.38%)
[2025-12-15T20:16:47.156703] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-15T20:16:47.156840] [INFO ] [sig       ] AUB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:47.295944] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AUB.txt
[2025-12-15T20:16:47.296076] [INFO ] [sig       ] [296/3591] Completed AUB in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:47.296117] [INFO ] [sig       ] [297/3591] Forecasting AUDC...
[2025-12-15T20:16:47.296147] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-15T20:16:47.296176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-15T20:16:47.307126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-15T20:16:47.307510] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-15T20:16:47.308306] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-15T20:16:47.308357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:47.308388] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:47.308415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:47.308471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:47.365067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:47.365920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:47.366004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:47.366038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:47.488482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:47.488658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:47.488699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:47.488727] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:47.492221] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-12-15T20:16:47.492534] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-15T20:16:47.492689] [INFO ] [sig       ] AUDC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:47.636431] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AUDC.txt
[2025-12-15T20:16:47.636606] [INFO ] [sig       ] [297/3591] Completed AUDC in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:47.636650] [INFO ] [sig       ] [298/3591] Forecasting AUID...
[2025-12-15T20:16:47.636681] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-15T20:16:47.636710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-15T20:16:47.647915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-15T20:16:47.648280] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-15T20:16:47.649086] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-15T20:16:47.649138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:47.649171] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:47.649198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:47.649269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:47.705169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:47.705816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:47.705896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:47.705928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:47.832909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:47.833059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:47.833099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:47.833127] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:47.836441] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-12-15T20:16:47.836731] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-15T20:16:47.836873] [INFO ] [sig       ] AUID: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:47.975371] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AUID.txt
[2025-12-15T20:16:47.975493] [INFO ] [sig       ] [298/3591] Completed AUID in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:47.975533] [INFO ] [sig       ] [299/3591] Forecasting AUPH...
[2025-12-15T20:16:47.975563] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-15T20:16:47.975610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-15T20:16:47.986485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-15T20:16:47.986847] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-15T20:16:47.987685] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-15T20:16:47.987738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:47.987798] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:47.987828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:47.987888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:48.043908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:48.044539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:48.044633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:48.044667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:48.162643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:48.162803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:48.162844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:48.162873] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:48.166171] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: UP (p=56.24%)
[2025-12-15T20:16:48.166439] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-15T20:16:48.166563] [INFO ] [sig       ] AUPH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:48.304745] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AUPH.txt
[2025-12-15T20:16:48.304892] [INFO ] [sig       ] [299/3591] Completed AUPH in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:48.304937] [INFO ] [sig       ] [300/3591] Forecasting AURA...
[2025-12-15T20:16:48.304967] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-15T20:16:48.304995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-15T20:16:48.315467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-15T20:16:48.315841] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-15T20:16:48.316638] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-15T20:16:48.316704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:48.316743] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:48.316777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:48.316849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:48.373184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:48.373939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:48.374019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:48.374052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:48.495597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:48.495741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:48.495781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:48.495810] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:48.499133] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=39.23%)
[2025-12-15T20:16:48.499432] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-15T20:16:48.499560] [INFO ] [sig       ] AURA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:48.638301] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AURA.txt
[2025-12-15T20:16:48.638421] [INFO ] [sig       ] [300/3591] Completed AURA in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:48.638460] [INFO ] [sig       ] [301/3591] Forecasting AUTL...
[2025-12-15T20:16:48.638489] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-15T20:16:48.638517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-15T20:16:48.649509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-15T20:16:48.649878] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-15T20:16:48.650648] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-15T20:16:48.650699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:48.650732] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:48.650759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:48.650816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:48.709131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:48.709788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:48.709884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:48.709924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:48.833516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:48.833675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:48.833715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:48.833743] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:48.836987] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=76.36%)
[2025-12-15T20:16:48.837250] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-15T20:16:48.837372] [INFO ] [sig       ] AUTL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:48.976156] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AUTL.txt
[2025-12-15T20:16:48.976311] [INFO ] [sig       ] [301/3591] Completed AUTL in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:48.976353] [INFO ] [sig       ] [302/3591] Forecasting AVA...
[2025-12-15T20:16:48.976383] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-15T20:16:48.976414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-15T20:16:48.987422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-15T20:16:48.987834] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-15T20:16:48.988681] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-15T20:16:48.988735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:48.988768] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:48.988797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:48.988857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:49.044295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:49.045116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:49.045198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:49.045229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:49.155694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:49.155841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:49.155878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:49.155939] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:49.159348] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-15T20:16:49.159651] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-15T20:16:49.159799] [INFO ] [sig       ] AVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:49.298871] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AVA.txt
[2025-12-15T20:16:49.299052] [INFO ] [sig       ] [302/3591] Completed AVA in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:49.299094] [INFO ] [sig       ] [303/3591] Forecasting AVAH...
[2025-12-15T20:16:49.299124] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-15T20:16:49.299154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-15T20:16:49.310003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-15T20:16:49.310378] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-15T20:16:49.311172] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-15T20:16:49.311225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:49.311257] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:49.311285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:49.311342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:49.368056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:49.368832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:49.368936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:49.368973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:49.489328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:49.489477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:49.489518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:49.489547] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:49.492997] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-15T20:16:49.493268] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-15T20:16:49.493397] [INFO ] [sig       ] AVAH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:49.634506] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AVAH.txt
[2025-12-15T20:16:49.634669] [INFO ] [sig       ] [303/3591] Completed AVAH in 0.3s | 2.89 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-15T20:16:49.634712] [INFO ] [sig       ] [304/3591] Forecasting AVAL...
[2025-12-15T20:16:49.634747] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-15T20:16:49.634782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-15T20:16:49.645490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-15T20:16:49.645873] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-15T20:16:49.646653] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-15T20:16:49.646704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:49.646735] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:49.646761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:49.646817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:49.702209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:49.702928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:49.703008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:49.703047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:49.822976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:49.823131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:49.823170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:49.823199] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:49.826523] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=83.93%)
[2025-12-15T20:16:49.826811] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-15T20:16:49.826932] [INFO ] [sig       ] AVAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:49.964885] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AVAL.txt
[2025-12-15T20:16:49.965016] [INFO ] [sig       ] [304/3591] Completed AVAL in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-15T20:16:49.965057] [INFO ] [sig       ] [305/3591] Forecasting AVB...
[2025-12-15T20:16:49.965085] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-15T20:16:49.965115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-15T20:16:49.975644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-15T20:16:49.975967] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-15T20:16:49.976727] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-15T20:16:49.976778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:49.976809] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:49.976835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:49.976891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:50.032536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:50.033258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:50.033342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:50.033376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:50.157800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:50.157962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:50.158001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:50.158030] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:50.161470] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=28.95%)
[2025-12-15T20:16:50.161797] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-15T20:16:50.161949] [INFO ] [sig       ] AVB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:50.308809] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AVB.txt
[2025-12-15T20:16:50.309006] [INFO ] [sig       ] [305/3591] Completed AVB in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:50.309052] [INFO ] [sig       ] [306/3591] Forecasting AVBP...
[2025-12-15T20:16:50.309083] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-15T20:16:50.309112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-15T20:16:50.327397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-15T20:16:50.327937] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-15T20:16:50.329017] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-15T20:16:50.329083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:50.329117] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:50.329145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:50.329204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:50.404435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:50.405489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:50.405638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:50.405686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:50.556381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:50.556567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:50.556638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:50.556675] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:50.560438] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-15T20:16:50.560818] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-15T20:16:50.560969] [INFO ] [sig       ] AVBP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:50.769779] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AVBP.txt
[2025-12-15T20:16:50.769975] [INFO ] [sig       ] [306/3591] Completed AVBP in 0.5s | 2.89 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-15T20:16:50.770029] [INFO ] [sig       ] [307/3591] Forecasting AVD...
[2025-12-15T20:16:50.770063] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-15T20:16:50.770094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-15T20:16:50.784069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-15T20:16:50.784610] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-15T20:16:50.785617] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-15T20:16:50.785674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:50.785707] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:50.785734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:50.785792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:50.862255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:50.863495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:50.863676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:50.863729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:51.010260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:51.010486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:51.010557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:51.010635] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:51.016250] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=38.92%)
[2025-12-15T20:16:51.016857] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-15T20:16:51.017072] [INFO ] [sig       ] AVD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:51.245937] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AVD.txt
[2025-12-15T20:16:51.246171] [INFO ] [sig       ] [307/3591] Completed AVD in 0.5s | 2.88 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-15T20:16:51.246238] [INFO ] [sig       ] [308/3591] Forecasting AVDL...
[2025-12-15T20:16:51.246280] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-15T20:16:51.246322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-15T20:16:51.262402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-15T20:16:51.262960] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-15T20:16:51.264134] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-15T20:16:51.264205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:51.264258] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:51.264305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:51.264398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:51.333726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:51.334929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:51.335042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:51.335098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:51.476512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:51.476695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:51.476737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:51.476766] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:51.480498] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2025-12-15T20:16:51.480813] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-15T20:16:51.480949] [INFO ] [sig       ] AVDL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:51.623651] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AVDL.txt
[2025-12-15T20:16:51.623809] [INFO ] [sig       ] [308/3591] Completed AVDL in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-15T20:16:51.623852] [INFO ] [sig       ] [309/3591] Forecasting AVGO...
[2025-12-15T20:16:51.623881] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-15T20:16:51.623911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-15T20:16:51.636758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-15T20:16:51.637168] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-15T20:16:51.637991] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-15T20:16:51.638043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:51.638075] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:51.638103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:51.638159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:51.694462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:51.695131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:51.695234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:51.695267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:51.817966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:51.818117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:51.818156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:51.818185] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:51.821959] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-15T20:16:51.822257] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-15T20:16:51.822379] [INFO ] [sig       ] AVGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:51.962417] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AVGO.txt
[2025-12-15T20:16:51.962531] [INFO ] [sig       ] [309/3591] Completed AVGO in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-15T20:16:51.962584] [INFO ] [sig       ] [310/3591] Forecasting AVGX...
[2025-12-15T20:16:51.962618] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-15T20:16:51.962647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-15T20:16:51.973770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-15T20:16:51.974069] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-15T20:16:51.974828] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-15T20:16:51.974891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:51.974928] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:51.974961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:51.975023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:52.031381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:52.031975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:52.032052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:52.032084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:52.153503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:52.153674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:52.153715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:52.153746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:52.157064] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=32.36%)
[2025-12-15T20:16:52.157335] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-15T20:16:52.157460] [INFO ] [sig       ] AVGX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:52.295880] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AVGX.txt
[2025-12-15T20:16:52.296035] [INFO ] [sig       ] [310/3591] Completed AVGX in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-15T20:16:52.296075] [INFO ] [sig       ] [311/3591] Forecasting AVK...
[2025-12-15T20:16:52.296104] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-15T20:16:52.296135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-15T20:16:52.307395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-15T20:16:52.307821] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-15T20:16:52.308604] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-15T20:16:52.308656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:52.308702] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:52.308730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:52.308788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:52.364848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:52.365693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:52.365774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:52.365807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:52.480388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:52.480548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:52.480608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:52.480638] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:52.483990] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2025-12-15T20:16:52.484262] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-15T20:16:52.484385] [INFO ] [sig       ] AVK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:52.623734] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AVK.txt
[2025-12-15T20:16:52.623891] [INFO ] [sig       ] [311/3591] Completed AVK in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-15T20:16:52.623932] [INFO ] [sig       ] [312/3591] Forecasting AVNS...
[2025-12-15T20:16:52.623964] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-15T20:16:52.623993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-15T20:16:52.635611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-15T20:16:52.635995] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-15T20:16:52.636787] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-15T20:16:52.636840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:52.636873] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:52.636900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:52.636957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:52.692776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:52.693622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:52.693705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:52.693737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:52.814123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:52.814280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:52.814333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:52.814364] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:52.817750] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-15T20:16:52.818016] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-15T20:16:52.818146] [INFO ] [sig       ] AVNS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:52.956872] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AVNS.txt
[2025-12-15T20:16:52.957046] [INFO ] [sig       ] [312/3591] Completed AVNS in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:52.957088] [INFO ] [sig       ] [313/3591] Forecasting AVO...
[2025-12-15T20:16:52.957118] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-15T20:16:52.957149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-15T20:16:52.968140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-15T20:16:52.968466] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-15T20:16:52.969257] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-15T20:16:52.969309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:52.969341] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:52.969367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:52.969423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:53.024489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:53.025143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:53.025223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:53.025256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:53.141980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:53.142131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:53.142170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:53.142200] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:53.145547] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-15T20:16:53.145837] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-15T20:16:53.145964] [INFO ] [sig       ] AVO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:53.283408] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AVO.txt
[2025-12-15T20:16:53.283538] [INFO ] [sig       ] [313/3591] Completed AVO in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:53.283603] [INFO ] [sig       ] [314/3591] Forecasting AVTX...
[2025-12-15T20:16:53.283637] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-15T20:16:53.283667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-15T20:16:53.294543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-15T20:16:53.294914] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-15T20:16:53.295734] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-15T20:16:53.295786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:53.295818] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:53.295845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:53.295902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:53.352095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:53.352873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:53.352971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:53.353012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:53.474849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:53.475015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:53.475055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:53.475083] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:53.478471] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=58.00%)
[2025-12-15T20:16:53.478763] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-15T20:16:53.478897] [INFO ] [sig       ] AVTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:53.618762] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AVTX.txt
[2025-12-15T20:16:53.618898] [INFO ] [sig       ] [314/3591] Completed AVTX in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:53.618975] [INFO ] [sig       ] [315/3591] Forecasting AVXL...
[2025-12-15T20:16:53.619005] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-15T20:16:53.619035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-15T20:16:53.629698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-15T20:16:53.630063] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-15T20:16:53.630856] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-15T20:16:53.630907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:53.630939] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:53.630966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:53.631022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:53.687946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:53.688667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:53.688747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:53.688779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:53.807288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:53.807412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:53.807450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:53.807480] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:53.810930] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-15T20:16:53.811239] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-15T20:16:53.811366] [INFO ] [sig       ] AVXL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:53.950410] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AVXL.txt
[2025-12-15T20:16:53.950542] [INFO ] [sig       ] [315/3591] Completed AVXL in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:53.950598] [INFO ] [sig       ] [316/3591] Forecasting AVY...
[2025-12-15T20:16:53.950631] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-15T20:16:53.950661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-15T20:16:53.961909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-15T20:16:53.962248] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-15T20:16:53.963024] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-15T20:16:53.963077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:53.963137] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:53.963166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:53.963223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:54.019655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:54.020380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:54.020462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:54.020495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:54.139686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:54.139836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:54.139877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:54.139912] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:54.143260] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=71.77%)
[2025-12-15T20:16:54.143524] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-15T20:16:54.143682] [INFO ] [sig       ] AVY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:54.282414] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AVY.txt
[2025-12-15T20:16:54.282544] [INFO ] [sig       ] [316/3591] Completed AVY in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:54.282601] [INFO ] [sig       ] [317/3591] Forecasting AWF...
[2025-12-15T20:16:54.282634] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-15T20:16:54.282663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-15T20:16:54.294091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-15T20:16:54.294472] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-15T20:16:54.295294] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-15T20:16:54.295359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:54.295394] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:54.295422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:54.295478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:54.354308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:54.355064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:54.355145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:54.355187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:54.477375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:54.477514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:54.477556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:54.477602] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:54.480971] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=48.58%)
[2025-12-15T20:16:54.481252] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-15T20:16:54.481377] [INFO ] [sig       ] AWF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:54.618946] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AWF.txt
[2025-12-15T20:16:54.619084] [INFO ] [sig       ] [317/3591] Completed AWF in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:54.619131] [INFO ] [sig       ] [318/3591] Forecasting AWI...
[2025-12-15T20:16:54.619160] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-15T20:16:54.619190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-15T20:16:54.630048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-15T20:16:54.630377] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-15T20:16:54.631148] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-15T20:16:54.631199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:54.631231] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:54.631258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:54.631315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:54.686617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:54.687318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:54.687396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:54.687429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:54.805268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:54.805418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:54.805456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:54.805500] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:54.808828] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-15T20:16:54.809118] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-15T20:16:54.809242] [INFO ] [sig       ] AWI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:54.946365] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AWI.txt
[2025-12-15T20:16:54.946487] [INFO ] [sig       ] [318/3591] Completed AWI in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:54.946526] [INFO ] [sig       ] [319/3591] Forecasting AWK...
[2025-12-15T20:16:54.946556] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-15T20:16:54.946607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-15T20:16:54.957860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-15T20:16:54.958194] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-15T20:16:54.958979] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-15T20:16:54.959030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:54.959061] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:54.959088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:54.959144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:55.014046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:55.014667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:55.014744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:55.014776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:55.131326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:55.131480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:55.131520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:55.131548] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:55.134927] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=29.05%)
[2025-12-15T20:16:55.135212] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-15T20:16:55.135336] [INFO ] [sig       ] AWK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:55.276843] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AWK.txt
[2025-12-15T20:16:55.277025] [INFO ] [sig       ] [319/3591] Completed AWK in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:55.277068] [INFO ] [sig       ] [320/3591] Forecasting AWP...
[2025-12-15T20:16:55.277099] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-15T20:16:55.277130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-15T20:16:55.289104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-15T20:16:55.289507] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-15T20:16:55.290396] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-15T20:16:55.290450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:55.290481] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:55.290508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:55.290564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:55.351273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:55.352148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:55.352233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:55.352294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:55.474426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:55.474560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:55.474617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:55.474645] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:55.477940] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-15T20:16:55.478204] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-15T20:16:55.478327] [INFO ] [sig       ] AWP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:55.616040] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AWP.txt
[2025-12-15T20:16:55.616179] [INFO ] [sig       ] [320/3591] Completed AWP in 0.3s | 2.89 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-15T20:16:55.616219] [INFO ] [sig       ] [321/3591] Forecasting AWRE...
[2025-12-15T20:16:55.616248] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-15T20:16:55.616278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-15T20:16:55.626736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-15T20:16:55.627079] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-15T20:16:55.627875] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-15T20:16:55.627926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:55.627957] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:55.627983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:55.628038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:55.683088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:55.683806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:55.683885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:55.683918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:55.790189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:55.790342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:55.790381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:55.790410] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:55.793864] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-12-15T20:16:55.794195] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-15T20:16:55.794326] [INFO ] [sig       ] AWRE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:55.934191] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AWRE.txt
[2025-12-15T20:16:55.934329] [INFO ] [sig       ] [321/3591] Completed AWRE in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-15T20:16:55.934367] [INFO ] [sig       ] [322/3591] Forecasting AXGN...
[2025-12-15T20:16:55.934397] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-15T20:16:55.934429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-15T20:16:55.945316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-15T20:16:55.945674] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-15T20:16:55.946486] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-15T20:16:55.946540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:55.946589] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:55.946633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:55.946693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:56.002547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:56.003263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:56.003357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:56.003404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:56.132830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:56.132980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:56.133021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:56.133051] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:56.136404] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=80.00%)
[2025-12-15T20:16:56.136697] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-15T20:16:56.136821] [INFO ] [sig       ] AXGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:56.276857] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AXGN.txt
[2025-12-15T20:16:56.277000] [INFO ] [sig       ] [322/3591] Completed AXGN in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-15T20:16:56.277049] [INFO ] [sig       ] [323/3591] Forecasting AXL...
[2025-12-15T20:16:56.277085] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-15T20:16:56.277120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-15T20:16:56.287549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-15T20:16:56.287894] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-15T20:16:56.288663] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-15T20:16:56.288717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:56.288760] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:56.288798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:56.288862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:56.345240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:56.345966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:56.346045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:56.346078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:56.484344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:56.484499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:56.484539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:56.484568] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:56.488174] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=34.26%)
[2025-12-15T20:16:56.488458] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-15T20:16:56.488612] [INFO ] [sig       ] AXL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:56.634140] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AXL.txt
[2025-12-15T20:16:56.634289] [INFO ] [sig       ] [323/3591] Completed AXL in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-15T20:16:56.634330] [INFO ] [sig       ] [324/3591] Forecasting AXON...
[2025-12-15T20:16:56.634362] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-15T20:16:56.634393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-15T20:16:56.645481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-15T20:16:56.645873] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-15T20:16:56.646678] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-15T20:16:56.646731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:56.646762] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:56.646789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:56.646846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:56.705762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:56.706650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:56.706737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:56.706771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:56.825868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:56.826024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:56.826063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:56.826092] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:56.829481] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=23.18%)
[2025-12-15T20:16:56.829787] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-15T20:16:56.829945] [INFO ] [sig       ] AXON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:56.985059] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AXON.txt
[2025-12-15T20:16:56.985226] [INFO ] [sig       ] [324/3591] Completed AXON in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-15T20:16:56.985278] [INFO ] [sig       ] [325/3591] Forecasting AXP...
[2025-12-15T20:16:56.985322] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-15T20:16:56.985364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-15T20:16:56.997926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-15T20:16:56.998313] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-15T20:16:56.999215] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-15T20:16:56.999278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:56.999320] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:56.999356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:56.999415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:57.065217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:57.066458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:57.066545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:57.066597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:57.210800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:57.210958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:57.211015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:57.211064] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:57.214852] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-12-15T20:16:57.215151] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-15T20:16:57.215309] [INFO ] [sig       ] AXP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:57.357979] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AXP.txt
[2025-12-15T20:16:57.358128] [INFO ] [sig       ] [325/3591] Completed AXP in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-15T20:16:57.358170] [INFO ] [sig       ] [326/3591] Forecasting AXS...
[2025-12-15T20:16:57.358200] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-15T20:16:57.358235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-15T20:16:57.369146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-15T20:16:57.369497] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-15T20:16:57.370302] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-15T20:16:57.370353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:57.370385] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:57.370412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:57.370468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:57.425711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:57.426508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:57.426652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:57.426686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:57.546561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:57.546734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:57.546774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:57.546802] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:57.550153] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-12-15T20:16:57.550423] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-15T20:16:57.550551] [INFO ] [sig       ] AXS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:57.689856] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AXS.txt
[2025-12-15T20:16:57.690035] [INFO ] [sig       ] [326/3591] Completed AXS in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:16:57.690087] [INFO ] [sig       ] [327/3591] Forecasting AXSM...
[2025-12-15T20:16:57.690124] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-15T20:16:57.690154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-15T20:16:57.701546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-15T20:16:57.701968] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-15T20:16:57.702790] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-15T20:16:57.702844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:57.702876] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:57.702903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:57.702967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:57.759124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:57.759988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:57.760078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:57.760111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:57.882430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:57.882652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:57.882696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:57.882725] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:57.886089] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-15T20:16:57.886362] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-15T20:16:57.886488] [INFO ] [sig       ] AXSM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:58.022239] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AXSM.txt
[2025-12-15T20:16:58.022389] [INFO ] [sig       ] [327/3591] Completed AXSM in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:16:58.022429] [INFO ] [sig       ] [328/3591] Forecasting AXTA...
[2025-12-15T20:16:58.022460] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-15T20:16:58.022490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-15T20:16:58.034169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-15T20:16:58.034510] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-15T20:16:58.035310] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-15T20:16:58.035363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:58.035394] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:58.035421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:58.035478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:58.089982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:58.090678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:58.090756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:58.090789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:58.210318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:58.210476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:58.210516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:58.210543] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:58.214368] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-15T20:16:58.214656] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-15T20:16:58.214784] [INFO ] [sig       ] AXTA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:16:58.359913] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/AXTA.txt
[2025-12-15T20:16:58.360075] [INFO ] [sig       ] [328/3591] Completed AXTA in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:16:58.360123] [INFO ] [sig       ] [329/3591] Forecasting AXTI...
[2025-12-15T20:16:58.360165] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-15T20:16:58.360201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-15T20:16:58.371850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-15T20:16:58.372235] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-15T20:16:58.373053] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-15T20:16:58.373105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:58.373140] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:58.373168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:58.373225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:58.430940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:58.431678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:58.431759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:58.431792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:58.554633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:58.554777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:58.554818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:58.554848] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:58.558270] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-12-15T20:16:58.558545] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-15T20:16:58.558690] [INFO ] [sig       ] AXTI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:58.695163] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AXTI.txt
[2025-12-15T20:16:58.695340] [INFO ] [sig       ] [329/3591] Completed AXTI in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:16:58.695382] [INFO ] [sig       ] [330/3591] Forecasting AYI...
[2025-12-15T20:16:58.695411] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-15T20:16:58.695442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-15T20:16:58.707287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-15T20:16:58.707695] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-15T20:16:58.708474] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-15T20:16:58.708527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:58.708560] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:58.708613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:58.708672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:58.767020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:58.767678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:58.767757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:58.767792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:58.895582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:58.895731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:58.895770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:58.895799] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:58.899405] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2025-12-15T20:16:58.899735] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-15T20:16:58.899868] [INFO ] [sig       ] AYI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:59.047817] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AYI.txt
[2025-12-15T20:16:59.047984] [INFO ] [sig       ] [330/3591] Completed AYI in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:16:59.048048] [INFO ] [sig       ] [331/3591] Forecasting AZ...
[2025-12-15T20:16:59.048086] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-15T20:16:59.048117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-15T20:16:59.059169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-15T20:16:59.059495] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-15T20:16:59.060300] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-15T20:16:59.060352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:59.060384] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:59.060411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:59.060469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:59.121277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:59.121931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:59.122012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:59.122045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:59.244677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:59.244845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:59.244885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:59.244912] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:59.248421] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-15T20:16:59.248719] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-15T20:16:59.248859] [INFO ] [sig       ] AZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:59.393682] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AZ.txt
[2025-12-15T20:16:59.393841] [INFO ] [sig       ] [331/3591] Completed AZ in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:16:59.393884] [INFO ] [sig       ] [332/3591] Forecasting AZN...
[2025-12-15T20:16:59.393914] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-15T20:16:59.393944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-15T20:16:59.405208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-15T20:16:59.405602] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-15T20:16:59.406438] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-15T20:16:59.406493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:59.406526] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:59.406553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:59.406627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:59.464803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:59.465656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:59.465741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:59.465774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:59.595531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:59.595710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:59.595751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:59.595779] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:59.599314] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=65.42%)
[2025-12-15T20:16:59.599621] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-15T20:16:59.599752] [INFO ] [sig       ] AZN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:16:59.749526] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AZN.txt
[2025-12-15T20:16:59.749697] [INFO ] [sig       ] [332/3591] Completed AZN in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:16:59.749747] [INFO ] [sig       ] [333/3591] Forecasting AZO...
[2025-12-15T20:16:59.749778] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-15T20:16:59.749814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-15T20:16:59.761522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-15T20:16:59.761935] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-15T20:16:59.762852] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-15T20:16:59.762916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:16:59.762979] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:16:59.763008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:16:59.763071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:16:59.822360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:16:59.823233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:16:59.823333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:16:59.823383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:16:59.947692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:16:59.947859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:16:59.947901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:16:59.947931] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:16:59.952365] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-15T20:16:59.952724] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-15T20:16:59.952867] [INFO ] [sig       ] AZO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:00.103192] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AZO.txt
[2025-12-15T20:17:00.103357] [INFO ] [sig       ] [333/3591] Completed AZO in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:17:00.103401] [INFO ] [sig       ] [334/3591] Forecasting AZTA...
[2025-12-15T20:17:00.103430] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-15T20:17:00.103460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-15T20:17:00.115698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-15T20:17:00.116123] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-15T20:17:00.117002] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-15T20:17:00.117060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:00.117091] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:00.117117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:00.117174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:00.176321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:00.177175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:00.177259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:00.177293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:00.309299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:00.309455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:00.309495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:00.309525] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:00.313253] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-12-15T20:17:00.313593] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-15T20:17:00.313730] [INFO ] [sig       ] AZTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:00.465026] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AZTA.txt
[2025-12-15T20:17:00.465232] [INFO ] [sig       ] [334/3591] Completed AZTA in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:17:00.465295] [INFO ] [sig       ] [335/3591] Forecasting AZZ...
[2025-12-15T20:17:00.465341] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-15T20:17:00.465386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-15T20:17:00.477226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-15T20:17:00.477672] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-15T20:17:00.478512] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-15T20:17:00.478565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:00.478660] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:00.478690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:00.478748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:00.537358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:00.538313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:00.538407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:00.538443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:00.664697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:00.664854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:00.664894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:00.664924] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:00.668498] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2025-12-15T20:17:00.668784] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-15T20:17:00.668934] [INFO ] [sig       ] AZZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:00.812354] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/AZZ.txt
[2025-12-15T20:17:00.812501] [INFO ] [sig       ] [335/3591] Completed AZZ in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:17:00.812543] [INFO ] [sig       ] [336/3591] Forecasting BA...
[2025-12-15T20:17:00.812598] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-15T20:17:00.812649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-15T20:17:00.824497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-15T20:17:00.824902] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-15T20:17:00.825707] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-15T20:17:00.825759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:00.825791] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:00.825818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:00.825880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:00.883221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:00.884007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:00.884092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:00.884125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:01.008788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:01.008980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:01.009022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:01.009052] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:01.012427] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-15T20:17:01.012722] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-15T20:17:01.012849] [INFO ] [sig       ] BA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:01.154261] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BA.txt
[2025-12-15T20:17:01.154418] [INFO ] [sig       ] [336/3591] Completed BA in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:17:01.154459] [INFO ] [sig       ] [337/3591] Forecasting BABA...
[2025-12-15T20:17:01.154498] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-15T20:17:01.154545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-15T20:17:01.167225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-15T20:17:01.167765] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-15T20:17:01.168657] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-15T20:17:01.168711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:01.168744] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:01.168772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:01.168829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:01.229404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:01.230319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:01.230405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:01.230439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:01.360399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:01.360616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:01.360659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:01.360687] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:01.364630] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-15T20:17:01.364914] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-15T20:17:01.365043] [INFO ] [sig       ] BABA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:01.510177] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BABA.txt
[2025-12-15T20:17:01.510324] [INFO ] [sig       ] [337/3591] Completed BABA in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-15T20:17:01.510364] [INFO ] [sig       ] [338/3591] Forecasting BABX...
[2025-12-15T20:17:01.510395] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-15T20:17:01.510425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-15T20:17:01.522376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-15T20:17:01.522784] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-15T20:17:01.523723] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-15T20:17:01.523778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:01.523810] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:01.523836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:01.523893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:01.583091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:01.583927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:01.584025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:01.584072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:01.709432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:01.709613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:01.709655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:01.709685] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:01.713241] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-15T20:17:01.713533] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-15T20:17:01.713708] [INFO ] [sig       ] BABX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:01.864937] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BABX.txt
[2025-12-15T20:17:01.865148] [INFO ] [sig       ] [338/3591] Completed BABX in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-15T20:17:01.865208] [INFO ] [sig       ] [339/3591] Forecasting BAC...
[2025-12-15T20:17:01.865247] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-15T20:17:01.865278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-15T20:17:01.877166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-15T20:17:01.877543] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-15T20:17:01.878396] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-15T20:17:01.878449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:01.878481] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:01.878506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:01.878563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:01.938732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:01.939670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:01.939753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:01.939788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:02.066036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:02.066192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:02.066232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:02.066455] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:02.069872] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2025-12-15T20:17:02.070145] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-15T20:17:02.070268] [INFO ] [sig       ] BAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:02.210880] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BAC.txt
[2025-12-15T20:17:02.211024] [INFO ] [sig       ] [339/3591] Completed BAC in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-15T20:17:02.211066] [INFO ] [sig       ] [340/3591] Forecasting BAH...
[2025-12-15T20:17:02.211096] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-15T20:17:02.211125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-15T20:17:02.223413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-15T20:17:02.223824] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-15T20:17:02.224652] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-15T20:17:02.224705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:02.224738] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:02.224765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:02.224823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:02.281280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:02.282130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:02.282212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:02.282244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:02.409646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:02.409811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:02.409852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:02.409882] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:02.413256] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=44.07%)
[2025-12-15T20:17:02.413531] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-15T20:17:02.413678] [INFO ] [sig       ] BAH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:02.551683] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BAH.txt
[2025-12-15T20:17:02.551814] [INFO ] [sig       ] [340/3591] Completed BAH in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-15T20:17:02.551856] [INFO ] [sig       ] [341/3591] Forecasting BAK...
[2025-12-15T20:17:02.551886] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-15T20:17:02.551915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-15T20:17:02.565511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-15T20:17:02.566154] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-15T20:17:02.567300] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-15T20:17:02.567356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:02.567389] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:02.567415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:02.567474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:02.625880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:02.627094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:02.627198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:02.627232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:02.754938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:02.755110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:02.755152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:02.755181] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:02.758684] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=30.30%)
[2025-12-15T20:17:02.758988] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-15T20:17:02.759123] [INFO ] [sig       ] BAK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:02.905171] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BAK.txt
[2025-12-15T20:17:02.905327] [INFO ] [sig       ] [341/3591] Completed BAK in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-15T20:17:02.905368] [INFO ] [sig       ] [342/3591] Forecasting BALL...
[2025-12-15T20:17:02.905397] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-15T20:17:02.905426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-15T20:17:02.917084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-15T20:17:02.917441] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-15T20:17:02.918275] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-15T20:17:02.918328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:02.918359] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:02.918385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:02.918442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:02.976390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:02.977329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:02.977416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:02.977450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:03.096615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:03.096771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:03.096811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:03.096856] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:03.100155] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-12-15T20:17:03.100423] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-15T20:17:03.100545] [INFO ] [sig       ] BALL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:03.236513] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BALL.txt
[2025-12-15T20:17:03.236666] [INFO ] [sig       ] [342/3591] Completed BALL in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-15T20:17:03.236710] [INFO ] [sig       ] [343/3591] Forecasting BAM...
[2025-12-15T20:17:03.236739] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-15T20:17:03.236770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-15T20:17:03.248325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-15T20:17:03.248732] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-15T20:17:03.249587] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-15T20:17:03.249642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:03.249675] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:03.249704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:03.249761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:03.306373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:03.307219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:03.307337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:03.307372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:03.433413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:03.433615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:03.433669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:03.433705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:03.438348] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-15T20:17:03.438815] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-15T20:17:03.439025] [INFO ] [sig       ] BAM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:03.584888] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BAM.txt
[2025-12-15T20:17:03.585051] [INFO ] [sig       ] [343/3591] Completed BAM in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:03.585099] [INFO ] [sig       ] [344/3591] Forecasting BANC...
[2025-12-15T20:17:03.585146] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-15T20:17:03.585190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-15T20:17:03.596709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-15T20:17:03.597101] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-15T20:17:03.597935] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-15T20:17:03.597988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:03.598022] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:03.598050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:03.598107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:03.654254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:03.655116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:03.655197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:03.655245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:03.776504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:03.776670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:03.776710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:03.776740] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:03.780123] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=27.24%)
[2025-12-15T20:17:03.780395] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-15T20:17:03.780523] [INFO ] [sig       ] BANC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:03.918635] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BANC.txt
[2025-12-15T20:17:03.918748] [INFO ] [sig       ] [344/3591] Completed BANC in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:03.918786] [INFO ] [sig       ] [345/3591] Forecasting BAND...
[2025-12-15T20:17:03.918816] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-15T20:17:03.918846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-15T20:17:03.929939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-15T20:17:03.930277] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-15T20:17:03.931063] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-15T20:17:03.931115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:03.931147] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:03.931174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:03.931232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:03.990012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:03.990791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:03.990908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:03.990943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:04.111452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:04.111675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:04.111719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:04.111748] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:04.115019] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=73.52%)
[2025-12-15T20:17:04.115316] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-15T20:17:04.115447] [INFO ] [sig       ] BAND: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:04.252842] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BAND.txt
[2025-12-15T20:17:04.252968] [INFO ] [sig       ] [345/3591] Completed BAND in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:04.253009] [INFO ] [sig       ] [346/3591] Forecasting BANF...
[2025-12-15T20:17:04.253037] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-15T20:17:04.253066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-15T20:17:04.264343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-15T20:17:04.264701] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-15T20:17:04.265509] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-15T20:17:04.265561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:04.265622] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:04.265662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:04.265720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:04.321014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:04.321695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:04.321773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:04.321805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:04.437778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:04.437914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:04.437955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:04.437985] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:04.441265] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-15T20:17:04.441530] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-15T20:17:04.441671] [INFO ] [sig       ] BANF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:04.578662] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BANF.txt
[2025-12-15T20:17:04.578809] [INFO ] [sig       ] [346/3591] Completed BANF in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:04.578851] [INFO ] [sig       ] [347/3591] Forecasting BANX...
[2025-12-15T20:17:04.578881] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-15T20:17:04.578954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-15T20:17:04.589823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-15T20:17:04.590179] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-15T20:17:04.590949] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-15T20:17:04.591000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:04.591032] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:04.591059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:04.591128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:04.647472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:04.648176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:04.648286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:04.648332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:04.762663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:04.762826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:04.762867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:04.762894] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:04.766222] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-12-15T20:17:04.766500] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-15T20:17:04.766640] [INFO ] [sig       ] BANX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:04.908639] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BANX.txt
[2025-12-15T20:17:04.908801] [INFO ] [sig       ] [347/3591] Completed BANX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:04.908842] [INFO ] [sig       ] [348/3591] Forecasting BAP...
[2025-12-15T20:17:04.908872] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-15T20:17:04.908920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-15T20:17:04.923309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-15T20:17:04.923750] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-15T20:17:04.924534] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-15T20:17:04.924612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:04.924646] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:04.924673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:04.924730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:04.980533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:04.981417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:04.981503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:04.981536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:05.103637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:05.103794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:05.103835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:05.103863] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:05.107772] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=25.67%)
[2025-12-15T20:17:05.108074] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-15T20:17:05.108213] [INFO ] [sig       ] BAP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:05.251443] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BAP.txt
[2025-12-15T20:17:05.251616] [INFO ] [sig       ] [348/3591] Completed BAP in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:05.251660] [INFO ] [sig       ] [349/3591] Forecasting BATRA...
[2025-12-15T20:17:05.251689] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-15T20:17:05.251718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-15T20:17:05.263829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-15T20:17:05.264180] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-15T20:17:05.264967] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-15T20:17:05.265020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:05.265052] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:05.265080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:05.265157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:05.320364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:05.321187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:05.321268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:05.321300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:05.441750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:05.441923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:05.441963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:05.441993] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:05.445562] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-15T20:17:05.445862] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-15T20:17:05.446006] [INFO ] [sig       ] BATRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:05.584159] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BATRA.txt
[2025-12-15T20:17:05.584307] [INFO ] [sig       ] [349/3591] Completed BATRA in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:05.584362] [INFO ] [sig       ] [350/3591] Forecasting BATRK...
[2025-12-15T20:17:05.584394] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-15T20:17:05.584438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-15T20:17:05.596166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-15T20:17:05.596523] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-15T20:17:05.597319] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-15T20:17:05.597372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:05.597443] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:05.597471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:05.597529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:05.659058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:05.660212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:05.660322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:05.660375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:05.781120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:05.781275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:05.781314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:05.781343] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:05.784634] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-15T20:17:05.784902] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-15T20:17:05.785024] [INFO ] [sig       ] BATRK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:05.921593] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BATRK.txt
[2025-12-15T20:17:05.921722] [INFO ] [sig       ] [350/3591] Completed BATRK in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:05.921761] [INFO ] [sig       ] [351/3591] Forecasting BAX...
[2025-12-15T20:17:05.921790] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-15T20:17:05.921822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-15T20:17:05.934928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-15T20:17:05.935287] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-15T20:17:05.936074] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-15T20:17:05.936126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:05.936161] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:05.936187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:05.936244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:05.991665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:05.992371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:05.992452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:05.992484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:06.114007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:06.114168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:06.114210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:06.114238] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:06.117542] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-12-15T20:17:06.117830] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-15T20:17:06.117956] [INFO ] [sig       ] BAX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:06.260930] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BAX.txt
[2025-12-15T20:17:06.261075] [INFO ] [sig       ] [351/3591] Completed BAX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:06.261116] [INFO ] [sig       ] [352/3591] Forecasting BB...
[2025-12-15T20:17:06.261146] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-15T20:17:06.261177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-15T20:17:06.283234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-15T20:17:06.283630] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-15T20:17:06.284441] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-15T20:17:06.284494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:06.284527] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:06.284553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:06.284634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:06.342888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:06.343752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:06.343857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:06.343902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:06.468400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:06.468564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:06.468624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:06.468652] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:06.472039] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-12-15T20:17:06.472307] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-15T20:17:06.472429] [INFO ] [sig       ] BB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:06.611900] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BB.txt
[2025-12-15T20:17:06.612030] [INFO ] [sig       ] [352/3591] Completed BB in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:06.612070] [INFO ] [sig       ] [353/3591] Forecasting BBAI...
[2025-12-15T20:17:06.612100] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-15T20:17:06.612130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-15T20:17:06.623624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-15T20:17:06.623934] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-15T20:17:06.624697] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-15T20:17:06.624748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:06.624780] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:06.624806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:06.624863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:06.679229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:06.680062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:06.680150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:06.680182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:06.797632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:06.797802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:06.797843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:06.797873] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:06.801248] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2025-12-15T20:17:06.801515] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-15T20:17:06.801656] [INFO ] [sig       ] BBAI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:06.939662] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BBAI.txt
[2025-12-15T20:17:06.939806] [INFO ] [sig       ] [353/3591] Completed BBAI in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:06.939847] [INFO ] [sig       ] [354/3591] Forecasting BBCP...
[2025-12-15T20:17:06.939878] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-15T20:17:06.939908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-15T20:17:06.954276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-15T20:17:06.954906] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-15T20:17:06.955879] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-15T20:17:06.955937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:06.955973] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:06.956001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:06.956066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:07.016616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:07.017846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:07.017980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:07.018018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:07.145922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:07.146177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:07.146224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:07.146253] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:07.150394] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-15T20:17:07.150804] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-15T20:17:07.150986] [INFO ] [sig       ] BBCP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:07.294232] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BBCP.txt
[2025-12-15T20:17:07.294466] [INFO ] [sig       ] [354/3591] Completed BBCP in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:07.294512] [INFO ] [sig       ] [355/3591] Forecasting BBD...
[2025-12-15T20:17:07.294544] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-15T20:17:07.294598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-15T20:17:07.307536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-15T20:17:07.307976] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-15T20:17:07.308778] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-15T20:17:07.308829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:07.308862] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:07.308888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:07.308975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:07.363475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:07.364106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:07.364191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:07.364223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:07.483605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:07.483793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:07.483836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:07.483864] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:07.487351] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=74.27%)
[2025-12-15T20:17:07.487653] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-15T20:17:07.487785] [INFO ] [sig       ] BBD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:07.627928] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BBD.txt
[2025-12-15T20:17:07.628080] [INFO ] [sig       ] [355/3591] Completed BBD in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-15T20:17:07.628119] [INFO ] [sig       ] [356/3591] Forecasting BBDO...
[2025-12-15T20:17:07.628150] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-15T20:17:07.628179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-15T20:17:07.643374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-15T20:17:07.644281] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-15T20:17:07.645590] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-15T20:17:07.645653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:07.645687] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:07.645715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:07.645777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:07.703363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:07.704555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:07.704675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:07.704714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:07.831319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:07.831561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:07.831625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:07.831655] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:07.835625] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-12-15T20:17:07.835959] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-15T20:17:07.836105] [INFO ] [sig       ] BBDO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:07.975779] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BBDO.txt
[2025-12-15T20:17:07.975934] [INFO ] [sig       ] [356/3591] Completed BBDO in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-15T20:17:07.975978] [INFO ] [sig       ] [357/3591] Forecasting BBH...
[2025-12-15T20:17:07.976008] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-15T20:17:07.976038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-15T20:17:07.987613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-15T20:17:07.988014] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-15T20:17:07.988809] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-15T20:17:07.988860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:07.988892] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:07.991974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:07.992058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:08.047984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:08.049050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:08.049149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:08.049184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:08.156351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:08.156509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:08.156548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:08.156594] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:08.159937] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-12-15T20:17:08.160213] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-15T20:17:08.160360] [INFO ] [sig       ] BBH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:08.302511] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BBH.txt
[2025-12-15T20:17:08.302679] [INFO ] [sig       ] [357/3591] Completed BBH in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:08.302722] [INFO ] [sig       ] [358/3591] Forecasting BBIO...
[2025-12-15T20:17:08.302751] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-15T20:17:08.302779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-15T20:17:08.316906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-15T20:17:08.317591] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-15T20:17:08.318565] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-15T20:17:08.318637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:08.318672] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:08.318705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:08.318784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:08.379668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:08.380928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:08.381063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:08.381097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:08.508522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:08.508786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:08.508830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:08.508859] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:08.513007] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2025-12-15T20:17:08.513350] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-15T20:17:08.513495] [INFO ] [sig       ] BBIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:08.661977] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BBIO.txt
[2025-12-15T20:17:08.662281] [INFO ] [sig       ] [358/3591] Completed BBIO in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:08.662331] [INFO ] [sig       ] [359/3591] Forecasting BBLG...
[2025-12-15T20:17:08.662363] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-15T20:17:08.662397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-15T20:17:08.675503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-15T20:17:08.676003] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-15T20:17:08.676814] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-15T20:17:08.676881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:08.676914] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:08.676939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:08.676996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:08.732429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:08.733069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:08.733150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:08.733182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:08.849317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:08.849490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:08.849530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:08.849558] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:08.852922] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-12-15T20:17:08.853193] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-15T20:17:08.853316] [INFO ] [sig       ] BBLG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:08.990444] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BBLG.txt
[2025-12-15T20:17:08.990586] [INFO ] [sig       ] [359/3591] Completed BBLG in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:08.990628] [INFO ] [sig       ] [360/3591] Forecasting BBN...
[2025-12-15T20:17:08.990657] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-15T20:17:08.990688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-15T20:17:09.001725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-15T20:17:09.002083] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-15T20:17:09.002857] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-15T20:17:09.002909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:09.002941] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:09.002968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:09.003028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:09.058634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:09.059288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:09.059393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:09.059427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:09.178400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:09.178634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:09.178696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:09.178727] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:09.182360] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-15T20:17:09.182687] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-15T20:17:09.182824] [INFO ] [sig       ] BBN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:09.321113] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BBN.txt
[2025-12-15T20:17:09.321246] [INFO ] [sig       ] [360/3591] Completed BBN in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:09.321293] [INFO ] [sig       ] [361/3591] Forecasting BBSI...
[2025-12-15T20:17:09.321326] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-15T20:17:09.321357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-15T20:17:09.333158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-15T20:17:09.333502] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-15T20:17:09.334271] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-15T20:17:09.334321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:09.334352] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:09.334379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:09.334436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:09.388955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:09.389593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:09.389677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:09.389710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:09.511615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:09.511778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:09.511817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:09.511845] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:09.515168] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-15T20:17:09.515432] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-15T20:17:09.515554] [INFO ] [sig       ] BBSI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:09.655005] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BBSI.txt
[2025-12-15T20:17:09.655162] [INFO ] [sig       ] [361/3591] Completed BBSI in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:09.655205] [INFO ] [sig       ] [362/3591] Forecasting BBUC...
[2025-12-15T20:17:09.655236] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-15T20:17:09.655266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-15T20:17:09.666628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-15T20:17:09.667045] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-15T20:17:09.667897] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-15T20:17:09.667950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:09.667984] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:09.668011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:09.668069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:09.726137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:09.727006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:09.727093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:09.727128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:09.855700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:09.855943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:09.855988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:09.856018] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:09.859788] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-15T20:17:09.860079] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-15T20:17:09.860207] [INFO ] [sig       ] BBUC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:10.002367] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BBUC.txt
[2025-12-15T20:17:10.002530] [INFO ] [sig       ] [362/3591] Completed BBUC in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:10.002596] [INFO ] [sig       ] [363/3591] Forecasting BBVA...
[2025-12-15T20:17:10.002630] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-15T20:17:10.002666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-15T20:17:10.015953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-15T20:17:10.016353] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-15T20:17:10.017129] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-15T20:17:10.017180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:10.017213] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:10.017240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:10.017296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:10.072828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:10.073754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:10.073838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:10.073872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:10.197983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:10.198144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:10.198183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:10.198213] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:10.201531] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-12-15T20:17:10.201849] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-15T20:17:10.201995] [INFO ] [sig       ] BBVA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:10.342358] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BBVA.txt
[2025-12-15T20:17:10.342561] [INFO ] [sig       ] [363/3591] Completed BBVA in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:10.342621] [INFO ] [sig       ] [364/3591] Forecasting BBWI...
[2025-12-15T20:17:10.342654] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-15T20:17:10.342685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-15T20:17:10.354414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-15T20:17:10.354729] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-15T20:17:10.355487] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-15T20:17:10.355537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:10.355569] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:10.355623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:10.355681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:10.410494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:10.411114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:10.411194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:10.411226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:10.531517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:10.531673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:10.531711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:10.531738] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:10.534932] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-15T20:17:10.535193] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-15T20:17:10.535330] [INFO ] [sig       ] BBWI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:10.674566] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BBWI.txt
[2025-12-15T20:17:10.674702] [INFO ] [sig       ] [364/3591] Completed BBWI in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:10.674743] [INFO ] [sig       ] [365/3591] Forecasting BBY...
[2025-12-15T20:17:10.674772] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-15T20:17:10.674801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-15T20:17:10.688470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-15T20:17:10.689078] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-15T20:17:10.690158] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-15T20:17:10.690216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:10.690263] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:10.690302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:10.690367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:10.749525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:10.750877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:10.750993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:10.751030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:10.880250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:10.880509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:10.880555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:10.880604] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:10.884525] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=65.10%)
[2025-12-15T20:17:10.884850] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-15T20:17:10.884986] [INFO ] [sig       ] BBY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:11.025910] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BBY.txt
[2025-12-15T20:17:11.026111] [INFO ] [sig       ] [365/3591] Completed BBY in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:11.026159] [INFO ] [sig       ] [366/3591] Forecasting BC...
[2025-12-15T20:17:11.026189] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-15T20:17:11.026222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-15T20:17:11.039168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-15T20:17:11.039733] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-15T20:17:11.040739] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-15T20:17:11.040792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:11.040827] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:11.040855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:11.040915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:11.097556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:11.098712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:11.098811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:11.098845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:11.222785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:11.223035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:11.223121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:11.223157] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:11.227041] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-15T20:17:11.227354] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-15T20:17:11.227500] [INFO ] [sig       ] BC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:11.370626] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BC.txt
[2025-12-15T20:17:11.370846] [INFO ] [sig       ] [366/3591] Completed BC in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:11.370892] [INFO ] [sig       ] [367/3591] Forecasting BCAL...
[2025-12-15T20:17:11.370922] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-15T20:17:11.370953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-15T20:17:11.383997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-15T20:17:11.384440] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-15T20:17:11.385239] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-15T20:17:11.385291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:11.385358] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:11.385387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:11.385445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:11.441617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:11.442276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:11.442361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:11.442393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:11.561274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:11.561448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:11.561491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:11.561520] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:11.565224] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=55.34%)
[2025-12-15T20:17:11.565722] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-15T20:17:11.565859] [INFO ] [sig       ] BCAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:11.704512] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BCAL.txt
[2025-12-15T20:17:11.704674] [INFO ] [sig       ] [367/3591] Completed BCAL in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:11.704718] [INFO ] [sig       ] [368/3591] Forecasting BCAX...
[2025-12-15T20:17:11.704748] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-15T20:17:11.704778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-15T20:17:11.719102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-15T20:17:11.719777] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-15T20:17:11.720757] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-15T20:17:11.720814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:11.720849] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:11.720875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:11.720937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:11.778607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:11.779903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:11.780030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:11.780064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:11.903817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:11.903990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:11.904031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:11.904060] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:11.907427] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-15T20:17:11.907724] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-15T20:17:11.907851] [INFO ] [sig       ] BCAX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:12.052289] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BCAX.txt
[2025-12-15T20:17:12.052548] [INFO ] [sig       ] [368/3591] Completed BCAX in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:12.052615] [INFO ] [sig       ] [369/3591] Forecasting BCBP...
[2025-12-15T20:17:12.052648] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-15T20:17:12.052685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-15T20:17:12.065879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-15T20:17:12.066291] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-15T20:17:12.067171] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-15T20:17:12.067226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:12.067262] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:12.067289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:12.067351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:12.123000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:12.123863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:12.123958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:12.123991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:12.242015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:12.242208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:12.242253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:12.242281] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:12.246041] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-12-15T20:17:12.246351] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-15T20:17:12.246497] [INFO ] [sig       ] BCBP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:12.386669] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BCBP.txt
[2025-12-15T20:17:12.386866] [INFO ] [sig       ] [369/3591] Completed BCBP in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:12.386910] [INFO ] [sig       ] [370/3591] Forecasting BCC...
[2025-12-15T20:17:12.386941] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-15T20:17:12.386973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-15T20:17:12.399418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-15T20:17:12.399898] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-15T20:17:12.400759] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-15T20:17:12.400810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:12.400857] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:12.400886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:12.400943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:12.456275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:12.457284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:12.457371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:12.457405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:12.574057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:12.574234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:12.574274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:12.574341] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:12.577770] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-15T20:17:12.578056] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-15T20:17:12.578181] [INFO ] [sig       ] BCC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:12.716031] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BCC.txt
[2025-12-15T20:17:12.716201] [INFO ] [sig       ] [370/3591] Completed BCC in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:12.716243] [INFO ] [sig       ] [371/3591] Forecasting BCDA...
[2025-12-15T20:17:12.716272] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-15T20:17:12.716304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-15T20:17:12.729996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-15T20:17:12.730633] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-15T20:17:12.731610] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-15T20:17:12.731669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:12.731705] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:12.731734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:12.731794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:12.789527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:12.790726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:12.790830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:12.790864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:12.910632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:12.910841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:12.910887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:12.910916] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:12.914696] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-15T20:17:12.915008] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-15T20:17:12.915142] [INFO ] [sig       ] BCDA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:13.056600] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BCDA.txt
[2025-12-15T20:17:13.056752] [INFO ] [sig       ] [371/3591] Completed BCDA in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-15T20:17:13.056793] [INFO ] [sig       ] [372/3591] Forecasting BCE...
[2025-12-15T20:17:13.056822] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-15T20:17:13.056852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-15T20:17:13.068774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-15T20:17:13.069192] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-15T20:17:13.070040] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-15T20:17:13.070091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:13.070123] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:13.070150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:13.070208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:13.125741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:13.126521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:13.126627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:13.126662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:13.255214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:13.255383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:13.255424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:13.255455] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:13.258972] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-12-15T20:17:13.259251] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-15T20:17:13.259375] [INFO ] [sig       ] BCE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:13.401709] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BCE.txt
[2025-12-15T20:17:13.401827] [INFO ] [sig       ] [372/3591] Completed BCE in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-15T20:17:13.401868] [INFO ] [sig       ] [373/3591] Forecasting BCH...
[2025-12-15T20:17:13.401900] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-15T20:17:13.401931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-15T20:17:13.412958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-15T20:17:13.413275] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-15T20:17:13.414044] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-15T20:17:13.414095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:13.414126] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:13.414153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:13.414210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:13.469565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:13.470177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:13.470256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:13.470287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:13.586383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:13.586509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:13.586546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:13.586592] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:13.589845] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-12-15T20:17:13.590115] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-15T20:17:13.590235] [INFO ] [sig       ] BCH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:13.727504] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BCH.txt
[2025-12-15T20:17:13.727637] [INFO ] [sig       ] [373/3591] Completed BCH in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-15T20:17:13.727679] [INFO ] [sig       ] [374/3591] Forecasting BCML...
[2025-12-15T20:17:13.727708] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-15T20:17:13.727744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-15T20:17:13.738090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-15T20:17:13.738423] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-15T20:17:13.739204] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-15T20:17:13.739255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:13.739286] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:13.739313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:13.739370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:13.794771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:13.795339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:13.795414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:13.795446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:13.901261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:13.901418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:13.901457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:13.901486] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:13.904841] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=69.98%)
[2025-12-15T20:17:13.905104] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-15T20:17:13.905225] [INFO ] [sig       ] BCML: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:14.042493] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BCML.txt
[2025-12-15T20:17:14.042625] [INFO ] [sig       ] [374/3591] Completed BCML in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:14.042666] [INFO ] [sig       ] [375/3591] Forecasting BCO...
[2025-12-15T20:17:14.042696] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-15T20:17:14.042726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-15T20:17:14.054485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-15T20:17:14.054874] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-15T20:17:14.055671] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-15T20:17:14.055723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:14.055754] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:14.055780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:14.055837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:14.111612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:14.112222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:14.112306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:14.112338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:14.231890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:14.232020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:14.232056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:14.232084] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:14.235482] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-15T20:17:14.235765] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-15T20:17:14.235888] [INFO ] [sig       ] BCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:14.374096] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BCO.txt
[2025-12-15T20:17:14.374245] [INFO ] [sig       ] [375/3591] Completed BCO in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:14.374286] [INFO ] [sig       ] [376/3591] Forecasting BCPC...
[2025-12-15T20:17:14.374316] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-15T20:17:14.374348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-15T20:17:14.386375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-15T20:17:14.386757] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-15T20:17:14.387550] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-15T20:17:14.387618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:14.387650] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:14.387676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:14.387731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:14.446127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:14.447173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:14.447257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:14.447290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:14.567322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:14.567480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:14.567520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:14.567548] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:14.570872] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=61.54%)
[2025-12-15T20:17:14.571139] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-15T20:17:14.571259] [INFO ] [sig       ] BCPC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:14.707997] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BCPC.txt
[2025-12-15T20:17:14.708124] [INFO ] [sig       ] [376/3591] Completed BCPC in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:14.708163] [INFO ] [sig       ] [377/3591] Forecasting BCRX...
[2025-12-15T20:17:14.708193] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-15T20:17:14.708223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-15T20:17:14.719444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-15T20:17:14.719802] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-15T20:17:14.720560] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-15T20:17:14.720635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:14.720667] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:14.720696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:14.720752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:14.775974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:14.776604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:14.776706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:14.776740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:14.896938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:14.897089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:14.897128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:14.897156] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:14.900498] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-15T20:17:14.900779] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-15T20:17:14.900904] [INFO ] [sig       ] BCRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:15.037633] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BCRX.txt
[2025-12-15T20:17:15.037769] [INFO ] [sig       ] [377/3591] Completed BCRX in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:15.037811] [INFO ] [sig       ] [378/3591] Forecasting BCS...
[2025-12-15T20:17:15.037842] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-15T20:17:15.037872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-15T20:17:15.049222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-15T20:17:15.049618] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-15T20:17:15.050373] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-15T20:17:15.050425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:15.050456] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:15.050483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:15.050541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:15.105377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:15.106098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:15.106179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:15.106210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:15.226884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:15.227107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:15.227166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:15.227205] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:15.231040] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-15T20:17:15.231325] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-15T20:17:15.231469] [INFO ] [sig       ] BCS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:15.369855] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BCS.txt
[2025-12-15T20:17:15.369979] [INFO ] [sig       ] [378/3591] Completed BCS in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:15.370018] [INFO ] [sig       ] [379/3591] Forecasting BCSF...
[2025-12-15T20:17:15.370049] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-15T20:17:15.370079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-15T20:17:15.381338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-15T20:17:15.381671] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-15T20:17:15.382412] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-15T20:17:15.382462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:15.382491] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:15.382517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:15.382590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:15.439758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:15.440516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:15.440637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:15.440677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:15.559619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:15.559763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:15.559804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:15.559833] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:15.563196] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=49.46%)
[2025-12-15T20:17:15.563472] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-15T20:17:15.563621] [INFO ] [sig       ] BCSF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:15.701567] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BCSF.txt
[2025-12-15T20:17:15.701703] [INFO ] [sig       ] [379/3591] Completed BCSF in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:15.701742] [INFO ] [sig       ] [380/3591] Forecasting BCTX...
[2025-12-15T20:17:15.701770] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-15T20:17:15.701799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-15T20:17:15.712532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-15T20:17:15.712871] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-15T20:17:15.713632] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-15T20:17:15.713683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:15.713714] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:15.713741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:15.713801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:15.768697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:15.769325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:15.769414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:15.769453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:15.888309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:15.888489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:15.888528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:15.888556] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:15.891938] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-15T20:17:15.892202] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-15T20:17:15.892327] [INFO ] [sig       ] BCTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:16.031860] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BCTX.txt
[2025-12-15T20:17:16.032009] [INFO ] [sig       ] [380/3591] Completed BCTX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:16.032050] [INFO ] [sig       ] [381/3591] Forecasting BCX...
[2025-12-15T20:17:16.032079] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-15T20:17:16.032109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-15T20:17:16.042945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-15T20:17:16.043258] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-15T20:17:16.044019] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-15T20:17:16.044071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:16.044102] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:16.044129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:16.044201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:16.101021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:16.101907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:16.101986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:16.102020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:16.222352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:16.222506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:16.222545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:16.222590] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:16.225840] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-15T20:17:16.226113] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-15T20:17:16.226236] [INFO ] [sig       ] BCX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:16.361669] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BCX.txt
[2025-12-15T20:17:16.361803] [INFO ] [sig       ] [381/3591] Completed BCX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:16.361844] [INFO ] [sig       ] [382/3591] Forecasting BCYC...
[2025-12-15T20:17:16.361874] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-15T20:17:16.361903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-15T20:17:16.373188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-15T20:17:16.373529] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-15T20:17:16.374353] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-15T20:17:16.374407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:16.374440] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:16.374468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:16.374526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:16.431045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:16.431703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:16.431784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:16.431817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:16.555245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:16.555433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:16.555484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:16.555514] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:16.559033] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-15T20:17:16.559318] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-15T20:17:16.559454] [INFO ] [sig       ] BCYC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:16.699993] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BCYC.txt
[2025-12-15T20:17:16.700118] [INFO ] [sig       ] [382/3591] Completed BCYC in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:16.700166] [INFO ] [sig       ] [383/3591] Forecasting BDC...
[2025-12-15T20:17:16.700199] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-15T20:17:16.700230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-15T20:17:16.711381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-15T20:17:16.711728] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-15T20:17:16.712488] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-15T20:17:16.712552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:16.712603] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:16.712632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:16.712697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:16.769462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:16.770132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:16.770228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:16.770264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:16.887434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:16.887588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:16.887629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:16.887658] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:16.890881] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-12-15T20:17:16.891145] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-15T20:17:16.891267] [INFO ] [sig       ] BDC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:17.026488] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BDC.txt
[2025-12-15T20:17:17.026620] [INFO ] [sig       ] [383/3591] Completed BDC in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:17.026662] [INFO ] [sig       ] [384/3591] Forecasting BDJ...
[2025-12-15T20:17:17.026692] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-15T20:17:17.026721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-15T20:17:17.037398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-15T20:17:17.037745] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-15T20:17:17.038499] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-15T20:17:17.038550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:17.038627] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:17.038656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:17.038714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:17.094911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:17.095535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:17.095632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:17.095667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:17.214172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:17.214333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:17.214376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:17.214405] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:17.217897] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2025-12-15T20:17:17.218174] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-15T20:17:17.218301] [INFO ] [sig       ] BDJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:17.356451] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BDJ.txt
[2025-12-15T20:17:17.356591] [INFO ] [sig       ] [384/3591] Completed BDJ in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-15T20:17:17.356632] [INFO ] [sig       ] [385/3591] Forecasting BDN...
[2025-12-15T20:17:17.356662] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-15T20:17:17.356692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-15T20:17:17.367366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-15T20:17:17.367689] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-15T20:17:17.368429] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-15T20:17:17.368479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:17.368509] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:17.368534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:17.368606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:17.425250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:17.425951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:17.426034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:17.426067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:17.550539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:17.550722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:17.550765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:17.550794] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:17.554235] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-12-15T20:17:17.554516] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-15T20:17:17.554660] [INFO ] [sig       ] BDN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:17.701943] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BDN.txt
[2025-12-15T20:17:17.702082] [INFO ] [sig       ] [385/3591] Completed BDN in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-15T20:17:17.702123] [INFO ] [sig       ] [386/3591] Forecasting BDRX...
[2025-12-15T20:17:17.702152] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-15T20:17:17.702181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-15T20:17:17.713476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-15T20:17:17.713832] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-15T20:17:17.714680] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-15T20:17:17.714732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:17.714766] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:17.714794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:17.714852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:17.772675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:17.773340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:17.773422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:17.773458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:17.896236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:17.896405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:17.896446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:17.896476] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:17.899921] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=56.85%)
[2025-12-15T20:17:17.900212] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-15T20:17:17.900346] [INFO ] [sig       ] BDRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:18.042092] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BDRX.txt
[2025-12-15T20:17:18.042251] [INFO ] [sig       ] [386/3591] Completed BDRX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-15T20:17:18.042299] [INFO ] [sig       ] [387/3591] Forecasting BDSX...
[2025-12-15T20:17:18.042331] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-15T20:17:18.042363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-15T20:17:18.054735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-15T20:17:18.055139] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-15T20:17:18.055951] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-15T20:17:18.056004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:18.056036] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:18.056064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:18.056122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:18.112671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:18.113521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:18.113626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:18.113662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:18.226822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:18.226983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:18.227025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:18.227088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:18.230619] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2025-12-15T20:17:18.230903] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-15T20:17:18.231035] [INFO ] [sig       ] BDSX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:18.378018] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BDSX.txt
[2025-12-15T20:17:18.378210] [INFO ] [sig       ] [387/3591] Completed BDSX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-15T20:17:18.378258] [INFO ] [sig       ] [388/3591] Forecasting BDTX...
[2025-12-15T20:17:18.378288] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-15T20:17:18.378319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-15T20:17:18.390871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-15T20:17:18.391304] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-15T20:17:18.392549] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-15T20:17:18.392648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:18.392696] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:18.392739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:18.392838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:18.453608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:18.454443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:18.454543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:18.454616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:18.577060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:18.577210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:18.577249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:18.577279] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:18.580667] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-15T20:17:18.580955] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-15T20:17:18.581084] [INFO ] [sig       ] BDTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:18.726770] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BDTX.txt
[2025-12-15T20:17:18.726947] [INFO ] [sig       ] [388/3591] Completed BDTX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-15T20:17:18.726995] [INFO ] [sig       ] [389/3591] Forecasting BDX...
[2025-12-15T20:17:18.727027] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-15T20:17:18.727058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-15T20:17:18.739075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-15T20:17:18.739494] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-15T20:17:18.740290] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-15T20:17:18.740341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:18.740373] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:18.740400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:18.740468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:18.796246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:18.797079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:18.797161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:18.797194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:18.919965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:18.920117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:18.920157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:18.920189] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:18.923473] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-15T20:17:18.923760] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-15T20:17:18.923881] [INFO ] [sig       ] BDX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:19.060905] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BDX.txt
[2025-12-15T20:17:19.061035] [INFO ] [sig       ] [389/3591] Completed BDX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-15T20:17:19.061074] [INFO ] [sig       ] [390/3591] Forecasting BE...
[2025-12-15T20:17:19.061104] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-15T20:17:19.061135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-15T20:17:19.073317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-15T20:17:19.073711] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-15T20:17:19.074599] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-15T20:17:19.074654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:19.074688] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:19.074714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:19.074772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:19.133798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:19.134535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:19.134648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:19.134683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:19.255854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:19.256006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:19.256060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:19.256089] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:19.260191] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2025-12-15T20:17:19.260523] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-15T20:17:19.260695] [INFO ] [sig       ] BE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:19.399306] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BE.txt
[2025-12-15T20:17:19.399438] [INFO ] [sig       ] [390/3591] Completed BE in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-15T20:17:19.399478] [INFO ] [sig       ] [391/3591] Forecasting BEAM...
[2025-12-15T20:17:19.399510] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-15T20:17:19.399542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-15T20:17:19.410319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-15T20:17:19.410674] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-15T20:17:19.411448] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-15T20:17:19.411505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:19.411537] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:19.411564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:19.411642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:19.466486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:19.467195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:19.467275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:19.467308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:19.579810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:19.579950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:19.579988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:19.580016] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:19.583313] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-15T20:17:19.583594] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-15T20:17:19.583723] [INFO ] [sig       ] BEAM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:19.722597] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BEAM.txt
[2025-12-15T20:17:19.722914] [INFO ] [sig       ] [391/3591] Completed BEAM in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-15T20:17:19.722955] [INFO ] [sig       ] [392/3591] Forecasting BEEM...
[2025-12-15T20:17:19.722984] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-15T20:17:19.723014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-15T20:17:19.734533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-15T20:17:19.734895] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-15T20:17:19.735722] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-15T20:17:19.735775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:19.735808] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:19.735836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:19.735893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:19.791086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:19.791729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:19.791821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:19.791854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:19.907394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:19.907551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:19.907605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:19.907635] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:19.910925] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-15T20:17:19.911191] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-15T20:17:19.911313] [INFO ] [sig       ] BEEM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:20.101310] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BEEM.txt
[2025-12-15T20:17:20.101447] [INFO ] [sig       ] [392/3591] Completed BEEM in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-15T20:17:20.101487] [INFO ] [sig       ] [393/3591] Forecasting BEEP...
[2025-12-15T20:17:20.101517] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-15T20:17:20.101548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-15T20:17:20.111728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-15T20:17:20.112058] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-15T20:17:20.112830] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-15T20:17:20.112881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:20.112913] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:20.112941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:20.112998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:20.169229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:20.170061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:20.170150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:20.170183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:20.281912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:20.282063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:20.282104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:20.282132] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:20.285458] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-15T20:17:20.285754] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-15T20:17:20.285880] [INFO ] [sig       ] BEEP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:20.427600] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BEEP.txt
[2025-12-15T20:17:20.427736] [INFO ] [sig       ] [393/3591] Completed BEEP in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-15T20:17:20.427776] [INFO ] [sig       ] [394/3591] Forecasting BEKE...
[2025-12-15T20:17:20.427805] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-15T20:17:20.427836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-15T20:17:20.439081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-15T20:17:20.439446] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-15T20:17:20.440281] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-15T20:17:20.440335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:20.440392] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:20.440424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:20.440483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:20.496939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:20.497559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:20.497680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:20.497713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:20.614707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:20.614853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:20.614894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:20.614925] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:20.618262] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-15T20:17:20.618536] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-15T20:17:20.618688] [INFO ] [sig       ] BEKE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:20.756489] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BEKE.txt
[2025-12-15T20:17:20.756651] [INFO ] [sig       ] [394/3591] Completed BEKE in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-15T20:17:20.756694] [INFO ] [sig       ] [395/3591] Forecasting BELFA...
[2025-12-15T20:17:20.756725] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-15T20:17:20.756755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-15T20:17:20.766969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-15T20:17:20.767321] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-15T20:17:20.768125] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-15T20:17:20.768178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:20.768211] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:20.768237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:20.768300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:20.824670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:20.825452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:20.825539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:20.825593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:20.931189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:20.931342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:20.931381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:20.931409] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:20.934723] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-15T20:17:20.934996] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-15T20:17:20.935118] [INFO ] [sig       ] BELFA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:21.072772] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BELFA.txt
[2025-12-15T20:17:21.072914] [INFO ] [sig       ] [395/3591] Completed BELFA in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-15T20:17:21.072956] [INFO ] [sig       ] [396/3591] Forecasting BELFB...
[2025-12-15T20:17:21.072985] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-15T20:17:21.073015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-15T20:17:21.083724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-15T20:17:21.084099] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-15T20:17:21.084932] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-15T20:17:21.084987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:21.085017] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:21.085044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:21.085105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:21.140041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:21.140877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:21.140963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:21.140997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:21.265119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:21.265271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:21.265309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:21.265338] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:21.268621] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-15T20:17:21.268894] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-15T20:17:21.269037] [INFO ] [sig       ] BELFB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:21.407691] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BELFB.txt
[2025-12-15T20:17:21.407848] [INFO ] [sig       ] [396/3591] Completed BELFB in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-15T20:17:21.407894] [INFO ] [sig       ] [397/3591] Forecasting BEN...
[2025-12-15T20:17:21.407938] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-15T20:17:21.407972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-15T20:17:21.419306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-15T20:17:21.419659] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-15T20:17:21.420440] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-15T20:17:21.420493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:21.420527] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:21.420554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:21.420635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:21.478296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:21.479025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:21.479105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:21.479138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:21.600397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:21.600528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:21.600570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:21.600621] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:21.604070] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=18.80%)
[2025-12-15T20:17:21.604350] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-15T20:17:21.604477] [INFO ] [sig       ] BEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:21.742596] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BEN.txt
[2025-12-15T20:17:21.742751] [INFO ] [sig       ] [397/3591] Completed BEN in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-15T20:17:21.742793] [INFO ] [sig       ] [398/3591] Forecasting BEP...
[2025-12-15T20:17:21.742830] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-15T20:17:21.742861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-15T20:17:21.754031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-15T20:17:21.754391] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-15T20:17:21.755184] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-15T20:17:21.755236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:21.755268] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:21.755295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:21.755351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:21.811341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:21.812219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:21.812303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:21.812335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:21.930470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:21.930639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:21.930680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:21.930709] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:21.934242] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-12-15T20:17:21.934513] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-15T20:17:21.934652] [INFO ] [sig       ] BEP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:22.071979] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BEP.txt
[2025-12-15T20:17:22.072123] [INFO ] [sig       ] [398/3591] Completed BEP in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-15T20:17:22.072162] [INFO ] [sig       ] [399/3591] Forecasting BEPH...
[2025-12-15T20:17:22.072193] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-15T20:17:22.072224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-15T20:17:22.083017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-15T20:17:22.083398] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-15T20:17:22.084217] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-15T20:17:22.084270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:22.084302] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:22.084331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:22.084389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:22.142342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:22.143163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:22.143246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:22.143280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:22.260052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:22.260203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:22.260245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:22.260275] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:22.263674] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-15T20:17:22.263977] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-15T20:17:22.264112] [INFO ] [sig       ] BEPH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:22.401960] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BEPH.txt
[2025-12-15T20:17:22.402083] [INFO ] [sig       ] [399/3591] Completed BEPH in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:22.402123] [INFO ] [sig       ] [400/3591] Forecasting BEPI...
[2025-12-15T20:17:22.402152] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-15T20:17:22.402181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-15T20:17:22.412682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-15T20:17:22.413040] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-15T20:17:22.413865] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-15T20:17:22.413918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:22.413951] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:22.413978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:22.414035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:22.470719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:22.471567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:22.471666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:22.471699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:22.569180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:22.569323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:22.569362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:22.569390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:22.573097] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2025-12-15T20:17:22.573381] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-15T20:17:22.573505] [INFO ] [sig       ] BEPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:22.715234] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BEPI.txt
[2025-12-15T20:17:22.715368] [INFO ] [sig       ] [400/3591] Completed BEPI in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:22.715410] [INFO ] [sig       ] [401/3591] Forecasting BFAM...
[2025-12-15T20:17:22.715441] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-15T20:17:22.715473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-15T20:17:22.727074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-15T20:17:22.727413] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-15T20:17:22.728240] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-15T20:17:22.728319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:22.728352] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:22.728380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:22.728438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:22.787513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:22.788228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:22.788308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:22.788348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:22.912600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:22.912753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:22.912793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:22.912837] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:22.916230] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-15T20:17:22.916512] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-15T20:17:22.916655] [INFO ] [sig       ] BFAM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:23.053541] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BFAM.txt
[2025-12-15T20:17:23.053681] [INFO ] [sig       ] [401/3591] Completed BFAM in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:23.053722] [INFO ] [sig       ] [402/3591] Forecasting BFC...
[2025-12-15T20:17:23.053751] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-15T20:17:23.053780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-15T20:17:23.064484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-15T20:17:23.064861] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-15T20:17:23.065623] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-15T20:17:23.065675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:23.065706] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:23.065733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:23.065790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:23.122062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:23.122796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:23.122878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:23.122910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:23.233964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:23.234123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:23.234162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:23.234191] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:23.237457] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-12-15T20:17:23.237744] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-15T20:17:23.237866] [INFO ] [sig       ] BFC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:23.373734] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BFC.txt
[2025-12-15T20:17:23.373861] [INFO ] [sig       ] [402/3591] Completed BFC in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:23.373900] [INFO ] [sig       ] [403/3591] Forecasting BFH...
[2025-12-15T20:17:23.373930] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-15T20:17:23.373960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-15T20:17:23.384621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-15T20:17:23.384948] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-15T20:17:23.385718] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-15T20:17:23.385770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:23.385801] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:23.385828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:23.385885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:23.440471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:23.441146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:23.441222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:23.441268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:23.560518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:23.560701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:23.560744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:23.560772] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:23.564068] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-15T20:17:23.564335] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-15T20:17:23.564454] [INFO ] [sig       ] BFH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:23.710693] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BFH.txt
[2025-12-15T20:17:23.711013] [INFO ] [sig       ] [403/3591] Completed BFH in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:23.711053] [INFO ] [sig       ] [404/3591] Forecasting BFIN...
[2025-12-15T20:17:23.711084] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-15T20:17:23.711114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-15T20:17:23.721872] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BFIN'.
[2025-12-15T20:17:23.722215] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-15T20:17:23.722982] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-15T20:17:23.723033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:23.723064] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:23.723090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:23.723147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:23.781251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:23.782039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:23.782119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:23.782152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:23.905201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:23.905354] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:17:23.905428] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:23.905459] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:23.908818] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-15T20:17:23.909118] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-15T20:17:23.909247] [INFO ] [sig       ] BFIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:24.049709] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BFIN.txt
[2025-12-15T20:17:24.049849] [INFO ] [sig       ] [404/3591] Completed BFIN in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:24.049890] [INFO ] [sig       ] [405/3591] Forecasting BFK...
[2025-12-15T20:17:24.049920] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-15T20:17:24.049951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-15T20:17:24.062425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-15T20:17:24.062819] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-15T20:17:24.063610] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-15T20:17:24.063664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:24.063696] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:24.063738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:24.063796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:24.118895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:24.119521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:24.119633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:24.119675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:24.237294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:24.237444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:24.237484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:24.237512] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:24.241355] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2025-12-15T20:17:24.241643] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-15T20:17:24.241956] [INFO ] [sig       ] BFK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:24.380519] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BFK.txt
[2025-12-15T20:17:24.380690] [INFO ] [sig       ] [405/3591] Completed BFK in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:24.380730] [INFO ] [sig       ] [406/3591] Forecasting BFLY...
[2025-12-15T20:17:24.380762] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-15T20:17:24.380793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-15T20:17:24.392498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-15T20:17:24.392954] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-15T20:17:24.393902] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-15T20:17:24.393958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:24.393991] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:24.394020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:24.394088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:24.453565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:24.454468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:24.454562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:24.454626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:24.579651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:24.579807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:24.579851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:24.579881] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:24.583244] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=27.02%)
[2025-12-15T20:17:24.583523] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-15T20:17:24.583695] [INFO ] [sig       ] BFLY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:24.729500] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BFLY.txt
[2025-12-15T20:17:24.729677] [INFO ] [sig       ] [406/3591] Completed BFLY in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:24.729720] [INFO ] [sig       ] [407/3591] Forecasting BFS...
[2025-12-15T20:17:24.729753] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-15T20:17:24.729783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-15T20:17:24.741682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-15T20:17:24.742101] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-15T20:17:24.742952] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-15T20:17:24.743006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:24.743040] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:24.743067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:24.743127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:24.801985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:24.803255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:24.803341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:24.803373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:24.926887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:24.927048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:24.927090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:24.927120] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:24.930620] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-15T20:17:24.930931] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-15T20:17:24.931068] [INFO ] [sig       ] BFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:25.072953] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BFS.txt
[2025-12-15T20:17:25.073114] [INFO ] [sig       ] [407/3591] Completed BFS in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:25.073157] [INFO ] [sig       ] [408/3591] Forecasting BFZ...
[2025-12-15T20:17:25.073189] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-15T20:17:25.073254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-15T20:17:25.085035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-15T20:17:25.085398] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-15T20:17:25.086222] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-15T20:17:25.086274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:25.086308] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:25.086335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:25.086393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:25.147560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:25.148470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:25.148558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:25.148612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:25.268725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:25.268880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:25.268945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:25.268978] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:25.272670] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-15T20:17:25.272947] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-15T20:17:25.273074] [INFO ] [sig       ] BFZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:25.414466] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BFZ.txt
[2025-12-15T20:17:25.414645] [INFO ] [sig       ] [408/3591] Completed BFZ in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:25.414698] [INFO ] [sig       ] [409/3591] Forecasting BG...
[2025-12-15T20:17:25.414729] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-15T20:17:25.414761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-15T20:17:25.426444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-15T20:17:25.426812] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-15T20:17:25.427589] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-15T20:17:25.427641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:25.427673] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:25.427699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:25.427755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:25.482474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:25.483160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:25.483238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:25.483271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:25.600821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:25.600975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:25.601016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:25.601045] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:25.604733] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-15T20:17:25.605072] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-15T20:17:25.605225] [INFO ] [sig       ] BG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:25.745655] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BG.txt
[2025-12-15T20:17:25.745787] [INFO ] [sig       ] [409/3591] Completed BG in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-15T20:17:25.745826] [INFO ] [sig       ] [410/3591] Forecasting BGB...
[2025-12-15T20:17:25.745855] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-15T20:17:25.745885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-15T20:17:25.757902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-15T20:17:25.758215] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-15T20:17:25.759019] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-15T20:17:25.759072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:25.759103] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:25.759129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:25.759187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:25.814951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:25.815631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:25.815710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:25.815742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:25.937080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:25.937235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:25.937276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:25.937304] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:25.940612] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=67.29%)
[2025-12-15T20:17:25.940883] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-15T20:17:25.941004] [INFO ] [sig       ] BGB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:26.080958] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BGB.txt
[2025-12-15T20:17:26.081101] [INFO ] [sig       ] [410/3591] Completed BGB in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-15T20:17:26.081141] [INFO ] [sig       ] [411/3591] Forecasting BGC...
[2025-12-15T20:17:26.081172] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-15T20:17:26.081201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-15T20:17:26.092569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-15T20:17:26.093024] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-15T20:17:26.093923] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-15T20:17:26.093978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:26.094011] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:26.094038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:26.094097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:26.154352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:26.155336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:26.155429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:26.155463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:26.276509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:26.276694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:26.276737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:26.276766] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:26.280282] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=84.91%)
[2025-12-15T20:17:26.280598] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-15T20:17:26.280735] [INFO ] [sig       ] BGC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:26.426204] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BGC.txt
[2025-12-15T20:17:26.426363] [INFO ] [sig       ] [411/3591] Completed BGC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-15T20:17:26.426404] [INFO ] [sig       ] [412/3591] Forecasting BGH...
[2025-12-15T20:17:26.426434] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-15T20:17:26.426464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-15T20:17:26.438669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-15T20:17:26.439066] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-15T20:17:26.439853] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-15T20:17:26.439905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:26.439936] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:26.439963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:26.440019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:26.501482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:26.502543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:26.502642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:26.502676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:26.621728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:26.621885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:26.621926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:26.621956] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:26.625563] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=83.79%)
[2025-12-15T20:17:26.625874] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-15T20:17:26.626003] [INFO ] [sig       ] BGH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:26.765170] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BGH.txt
[2025-12-15T20:17:26.765304] [INFO ] [sig       ] [412/3591] Completed BGH in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-15T20:17:26.765344] [INFO ] [sig       ] [413/3591] Forecasting BGLC...
[2025-12-15T20:17:26.765374] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-15T20:17:26.765404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-15T20:17:26.776459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-15T20:17:26.776846] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-15T20:17:26.777626] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-15T20:17:26.777677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:26.777708] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:26.777734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:26.777791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:26.832639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:26.833248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:26.833325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:26.833356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:26.947289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:26.947445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:26.947486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:26.947514] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:26.950877] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=60.74%)
[2025-12-15T20:17:26.951156] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-15T20:17:26.951280] [INFO ] [sig       ] BGLC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:27.089752] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BGLC.txt
[2025-12-15T20:17:27.089887] [INFO ] [sig       ] [413/3591] Completed BGLC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:27.089928] [INFO ] [sig       ] [414/3591] Forecasting BGRN...
[2025-12-15T20:17:27.089957] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-15T20:17:27.089986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-15T20:17:27.101006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-15T20:17:27.101357] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-15T20:17:27.102128] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-15T20:17:27.102181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:27.102212] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:27.102238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:27.102294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:27.157879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:27.158512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:27.158608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:27.158642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:27.280310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:27.280469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:27.280544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:27.280592] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:27.283883] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-15T20:17:27.284158] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-15T20:17:27.284282] [INFO ] [sig       ] BGRN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:27.421366] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BGRN.txt
[2025-12-15T20:17:27.421504] [INFO ] [sig       ] [414/3591] Completed BGRN in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:27.421543] [INFO ] [sig       ] [415/3591] Forecasting BGS...
[2025-12-15T20:17:27.421589] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-15T20:17:27.421622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-15T20:17:27.433183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-15T20:17:27.433561] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-15T20:17:27.434355] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-15T20:17:27.434406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:27.434437] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:27.434464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:27.434521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:27.490084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:27.490712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:27.490802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:27.490837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:27.609980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:27.610134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:27.610173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:27.610205] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:27.613480] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-15T20:17:27.613774] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-15T20:17:27.613898] [INFO ] [sig       ] BGS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:27.752304] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BGS.txt
[2025-12-15T20:17:27.752426] [INFO ] [sig       ] [415/3591] Completed BGS in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:27.752464] [INFO ] [sig       ] [416/3591] Forecasting BGSF...
[2025-12-15T20:17:27.752495] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-15T20:17:27.752525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-15T20:17:27.763372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-15T20:17:27.763729] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-15T20:17:27.764469] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-15T20:17:27.764519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:27.764550] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:27.764595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:27.764654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:27.822292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:27.822988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:27.823066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:27.823098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:27.941202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:27.941355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:27.941394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:27.941422] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:27.944715] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=28.17%)
[2025-12-15T20:17:27.944982] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-15T20:17:27.945104] [INFO ] [sig       ] BGSF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:28.082412] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BGSF.txt
[2025-12-15T20:17:28.082595] [INFO ] [sig       ] [416/3591] Completed BGSF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:28.082639] [INFO ] [sig       ] [417/3591] Forecasting BGX...
[2025-12-15T20:17:28.082669] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-15T20:17:28.082699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-15T20:17:28.094042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-15T20:17:28.094428] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-15T20:17:28.095192] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-15T20:17:28.095244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:28.095275] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:28.095302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:28.095359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:28.150281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:28.151114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:28.151197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:28.151229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:28.271230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:28.271382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:28.271423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:28.271451] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:28.274746] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-15T20:17:28.275016] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-15T20:17:28.275137] [INFO ] [sig       ] BGX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:28.412171] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BGX.txt
[2025-12-15T20:17:28.412302] [INFO ] [sig       ] [417/3591] Completed BGX in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:28.412342] [INFO ] [sig       ] [418/3591] Forecasting BGY...
[2025-12-15T20:17:28.412373] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-15T20:17:28.412403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-15T20:17:28.422888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-15T20:17:28.423202] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-15T20:17:28.423966] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-15T20:17:28.424044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:28.424089] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:28.424117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:28.424174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:28.478823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:28.479488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:28.479567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:28.479618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:28.600869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:28.601021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:28.601061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:28.601090] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:28.604345] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-12-15T20:17:28.604632] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-15T20:17:28.604755] [INFO ] [sig       ] BGY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:28.742768] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BGY.txt
[2025-12-15T20:17:28.742916] [INFO ] [sig       ] [418/3591] Completed BGY in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:28.742957] [INFO ] [sig       ] [419/3591] Forecasting BHC...
[2025-12-15T20:17:28.742987] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-15T20:17:28.743017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-15T20:17:28.754183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-15T20:17:28.754587] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-15T20:17:28.755468] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-15T20:17:28.755523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:28.755566] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:28.755623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:28.755693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:28.821277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:28.822088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:28.822173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:28.822212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:28.953818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:28.953983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:28.954028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:28.954063] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:28.957900] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-15T20:17:28.958200] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-15T20:17:28.958341] [INFO ] [sig       ] BHC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:29.116999] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BHC.txt
[2025-12-15T20:17:29.117140] [INFO ] [sig       ] [419/3591] Completed BHC in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:29.117182] [INFO ] [sig       ] [420/3591] Forecasting BHE...
[2025-12-15T20:17:29.117212] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-15T20:17:29.117241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-15T20:17:29.128704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-15T20:17:29.129147] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-15T20:17:29.130029] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-15T20:17:29.130087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:29.130121] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:29.130148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:29.130206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:29.188051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:29.188974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:29.189070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:29.189103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:29.314793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:29.314948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:29.314988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:29.315016] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:29.318270] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-15T20:17:29.318535] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-15T20:17:29.318674] [INFO ] [sig       ] BHE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:29.477970] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BHE.txt
[2025-12-15T20:17:29.478114] [INFO ] [sig       ] [420/3591] Completed BHE in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:29.478162] [INFO ] [sig       ] [421/3591] Forecasting BHF...
[2025-12-15T20:17:29.478195] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-15T20:17:29.478227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-15T20:17:29.489924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-15T20:17:29.490300] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-15T20:17:29.491094] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-15T20:17:29.491146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:29.491178] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:29.491204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:29.491260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:29.546654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:29.547277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:29.547358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:29.547391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:29.671272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:29.671431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:29.671501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:29.671531] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:29.674857] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=48.14%)
[2025-12-15T20:17:29.675127] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-15T20:17:29.675248] [INFO ] [sig       ] BHF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:29.811631] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BHF.txt
[2025-12-15T20:17:29.811761] [INFO ] [sig       ] [421/3591] Completed BHF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:29.811800] [INFO ] [sig       ] [422/3591] Forecasting BHFAL...
[2025-12-15T20:17:29.811836] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-15T20:17:29.811867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-15T20:17:29.823421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-15T20:17:29.823807] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-15T20:17:29.824621] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-15T20:17:29.824674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:29.824706] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:29.824733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:29.824792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:29.884756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:29.885419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:29.885499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:29.885532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:30.007245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:30.007422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:30.007479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:30.007516] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:30.011072] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2025-12-15T20:17:30.011351] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-15T20:17:30.011476] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:30.146714] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BHFAL.txt
[2025-12-15T20:17:30.146829] [INFO ] [sig       ] [422/3591] Completed BHFAL in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:30.146868] [INFO ] [sig       ] [423/3591] Forecasting BHFAM...
[2025-12-15T20:17:30.146898] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-15T20:17:30.146928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-15T20:17:30.157562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-15T20:17:30.157911] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-15T20:17:30.158674] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-15T20:17:30.158726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:30.158757] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:30.158784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:30.158840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:30.213306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:30.213938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:30.214015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:30.214047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:30.328076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:30.328227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:30.328265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:30.328294] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:30.331626] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2025-12-15T20:17:30.331893] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-15T20:17:30.332012] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:30.467175] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BHFAM.txt
[2025-12-15T20:17:30.467295] [INFO ] [sig       ] [423/3591] Completed BHFAM in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:30.467334] [INFO ] [sig       ] [424/3591] Forecasting BHFAN...
[2025-12-15T20:17:30.467364] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-15T20:17:30.467394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-15T20:17:30.478016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-15T20:17:30.478325] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-15T20:17:30.479133] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-15T20:17:30.479185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:30.479217] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:30.479242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:30.479299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:30.534701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:30.535306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:30.535383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:30.535415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:30.655451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:30.655604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:30.655665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:30.655694] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:30.658929] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-15T20:17:30.659191] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-15T20:17:30.659312] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:30.796119] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BHFAN.txt
[2025-12-15T20:17:30.796227] [INFO ] [sig       ] [424/3591] Completed BHFAN in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:30.796264] [INFO ] [sig       ] [425/3591] Forecasting BHFAO...
[2025-12-15T20:17:30.796328] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-15T20:17:30.796360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-15T20:17:30.807850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-15T20:17:30.808190] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-15T20:17:30.809029] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-15T20:17:30.809081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:30.809112] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:30.809138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:30.809194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:30.864239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:30.864868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:30.864947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:30.864979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:30.981831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:30.981944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:30.981979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:30.982042] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:30.985180] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-15T20:17:30.985442] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-15T20:17:30.985562] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:31.123192] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BHFAO.txt
[2025-12-15T20:17:31.123317] [INFO ] [sig       ] [425/3591] Completed BHFAO in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:31.123357] [INFO ] [sig       ] [426/3591] Forecasting BHFAP...
[2025-12-15T20:17:31.123387] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-15T20:17:31.123417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-15T20:17:31.134679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-15T20:17:31.135006] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-15T20:17:31.135795] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-15T20:17:31.135848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:31.135879] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:31.135905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:31.135960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:31.191104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:31.191721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:31.191802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:31.191833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:31.309303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:31.309444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:31.309481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:31.309509] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:31.312817] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-15T20:17:31.313086] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-15T20:17:31.313206] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:31.449030] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BHFAP.txt
[2025-12-15T20:17:31.449140] [INFO ] [sig       ] [426/3591] Completed BHFAP in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-15T20:17:31.449178] [INFO ] [sig       ] [427/3591] Forecasting BHK...
[2025-12-15T20:17:31.449208] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-15T20:17:31.449238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-15T20:17:31.461072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-15T20:17:31.461436] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-15T20:17:31.462274] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-15T20:17:31.462328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:31.462361] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:31.462388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:31.462448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:31.518153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:31.518814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:31.518928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:31.518967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:31.639437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:31.639566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:31.639626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:31.639655] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:31.644079] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-15T20:17:31.644440] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-15T20:17:31.644611] [INFO ] [sig       ] BHK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:31.808429] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BHK.txt
[2025-12-15T20:17:31.808601] [INFO ] [sig       ] [427/3591] Completed BHK in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-15T20:17:31.808646] [INFO ] [sig       ] [428/3591] Forecasting BHP...
[2025-12-15T20:17:31.808676] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-15T20:17:31.808707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-15T20:17:31.820294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-15T20:17:31.820636] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-15T20:17:31.821410] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-15T20:17:31.821462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:31.821493] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:31.821519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:31.821619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:31.878144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:31.878742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:31.878822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:31.878855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:32.000410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:32.000567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:32.000627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:32.000657] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:32.003999] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=73.18%)
[2025-12-15T20:17:32.004267] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-15T20:17:32.004393] [INFO ] [sig       ] BHP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:32.143049] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BHP.txt
[2025-12-15T20:17:32.143159] [INFO ] [sig       ] [428/3591] Completed BHP in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:32.143197] [INFO ] [sig       ] [429/3591] Forecasting BHRB...
[2025-12-15T20:17:32.143227] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-15T20:17:32.143257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-15T20:17:32.154073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-15T20:17:32.154389] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-15T20:17:32.155146] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-15T20:17:32.155197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:32.155228] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:32.155268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:32.155326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:32.210945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:32.211517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:32.211610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:32.211645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:32.326989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:32.327146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:32.327185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:32.327217] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:32.330526] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-15T20:17:32.330822] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-15T20:17:32.330946] [INFO ] [sig       ] BHRB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:32.468329] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BHRB.txt
[2025-12-15T20:17:32.468453] [INFO ] [sig       ] [429/3591] Completed BHRB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:32.468493] [INFO ] [sig       ] [430/3591] Forecasting BHVN...
[2025-12-15T20:17:32.468523] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-15T20:17:32.468551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-15T20:17:32.479771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-15T20:17:32.480079] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-15T20:17:32.480841] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-15T20:17:32.480893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:32.480924] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:32.480951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:32.481009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:32.536266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:32.536873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:32.537107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:32.537138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:32.650666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:32.650819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:32.650858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:32.650887] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:32.654164] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-12-15T20:17:32.654429] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-15T20:17:32.654547] [INFO ] [sig       ] BHVN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:32.793526] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BHVN.txt
[2025-12-15T20:17:32.793677] [INFO ] [sig       ] [430/3591] Completed BHVN in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:32.793718] [INFO ] [sig       ] [431/3591] Forecasting BIAF...
[2025-12-15T20:17:32.793748] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-15T20:17:32.793778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-15T20:17:32.804864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-15T20:17:32.805221] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-15T20:17:32.806007] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-15T20:17:32.806058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:32.806090] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:32.806116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:32.806172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:32.860813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:32.861515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:32.861615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:32.861649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:32.969141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:32.969298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:32.969338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:32.969367] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:32.972662] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-15T20:17:32.972964] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-15T20:17:32.973086] [INFO ] [sig       ] BIAF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:33.108505] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BIAF.txt
[2025-12-15T20:17:33.108659] [INFO ] [sig       ] [431/3591] Completed BIAF in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:33.108702] [INFO ] [sig       ] [432/3591] Forecasting BIB...
[2025-12-15T20:17:33.108732] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-15T20:17:33.108762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-15T20:17:33.121988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-15T20:17:33.122547] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-15T20:17:33.123469] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-15T20:17:33.123524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:33.123557] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:33.123605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:33.123671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:33.181483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:33.182381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:33.182478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:33.182511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:33.291433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:33.291683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:33.291733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:33.291763] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:33.295662] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-15T20:17:33.295969] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-15T20:17:33.296108] [INFO ] [sig       ] BIB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:33.435870] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BIB.txt
[2025-12-15T20:17:33.436065] [INFO ] [sig       ] [432/3591] Completed BIB in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:33.436111] [INFO ] [sig       ] [433/3591] Forecasting BIIB...
[2025-12-15T20:17:33.436142] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-15T20:17:33.436180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-15T20:17:33.449443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-15T20:17:33.449991] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-15T20:17:33.450925] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-15T20:17:33.450980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:33.451013] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:33.451040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:33.451100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:33.508280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:33.509244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:33.509354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:33.509390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:33.635187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:33.635421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:33.635478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:33.635509] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:33.640082] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-15T20:17:33.640541] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-15T20:17:33.640755] [INFO ] [sig       ] BIIB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:33.781075] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BIIB.txt
[2025-12-15T20:17:33.781242] [INFO ] [sig       ] [433/3591] Completed BIIB in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:33.781287] [INFO ] [sig       ] [434/3591] Forecasting BILI...
[2025-12-15T20:17:33.781316] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-15T20:17:33.781345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-15T20:17:33.793082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-15T20:17:33.793434] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-15T20:17:33.794227] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-15T20:17:33.794278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:33.794309] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:33.794335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:33.794391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:33.850307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:33.851055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:33.851137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:33.851168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:33.974720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:33.974884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:33.974924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:33.974953] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:33.978398] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-15T20:17:33.978696] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-15T20:17:33.978846] [INFO ] [sig       ] BILI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:34.121261] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BILI.txt
[2025-12-15T20:17:34.121428] [INFO ] [sig       ] [434/3591] Completed BILI in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:34.121471] [INFO ] [sig       ] [435/3591] Forecasting BILL...
[2025-12-15T20:17:34.121502] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-15T20:17:34.121531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-15T20:17:34.133967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-15T20:17:34.134384] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-15T20:17:34.135219] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-15T20:17:34.135272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:34.135304] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:34.135331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:34.135387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:34.192120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:34.192939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:34.193026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:34.193059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:34.316710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:34.316888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:34.316938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:34.316971] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:34.320485] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-15T20:17:34.320782] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-15T20:17:34.320938] [INFO ] [sig       ] BILL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:34.461258] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BILL.txt
[2025-12-15T20:17:34.461409] [INFO ] [sig       ] [435/3591] Completed BILL in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:34.461449] [INFO ] [sig       ] [436/3591] Forecasting BIO...
[2025-12-15T20:17:34.461479] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-15T20:17:34.461510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-15T20:17:34.472772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-15T20:17:34.473121] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-15T20:17:34.473878] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-15T20:17:34.473930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:34.473962] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:34.473989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:34.474045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:34.534208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:34.535105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:34.535191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:34.535225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:34.659943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:34.660128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:34.660170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:34.660200] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:34.663678] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-15T20:17:34.664029] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-15T20:17:34.664170] [INFO ] [sig       ] BIO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:34.810401] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BIO.txt
[2025-12-15T20:17:34.810561] [INFO ] [sig       ] [436/3591] Completed BIO in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:34.810627] [INFO ] [sig       ] [437/3591] Forecasting BIOX...
[2025-12-15T20:17:34.810658] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-15T20:17:34.810689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-15T20:17:34.822311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-15T20:17:34.822725] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-15T20:17:34.823490] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-15T20:17:34.823544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:34.823608] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:34.823653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:34.823736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:34.880128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:34.880985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:34.881069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:34.881100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:34.999417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:34.999596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:34.999637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:34.999665] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:35.003448] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-12-15T20:17:35.003741] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-15T20:17:35.003882] [INFO ] [sig       ] BIOX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:35.146901] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BIOX.txt
[2025-12-15T20:17:35.147081] [INFO ] [sig       ] [437/3591] Completed BIOX in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:35.147130] [INFO ] [sig       ] [438/3591] Forecasting BIP...
[2025-12-15T20:17:35.147166] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-15T20:17:35.147204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-15T20:17:35.158385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-15T20:17:35.158746] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-15T20:17:35.159518] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-15T20:17:35.159570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:35.159626] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:35.159652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:35.159709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:35.217547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:35.218315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:35.218402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:35.218436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:35.342859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:35.343024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:35.343065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:35.343095] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:35.346504] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-15T20:17:35.346792] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-15T20:17:35.346915] [INFO ] [sig       ] BIP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:35.491417] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BIP.txt
[2025-12-15T20:17:35.491546] [INFO ] [sig       ] [438/3591] Completed BIP in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:35.491603] [INFO ] [sig       ] [439/3591] Forecasting BIPH...
[2025-12-15T20:17:35.491636] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-15T20:17:35.491665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-15T20:17:35.502070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-15T20:17:35.502373] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-15T20:17:35.503131] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-15T20:17:35.503183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:35.503213] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:35.503240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:35.503297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:35.560160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:35.560768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:35.560846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:35.560880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:35.665087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:35.665203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:35.665239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:35.665276] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:35.668429] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=52.42%)
[2025-12-15T20:17:35.668707] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-15T20:17:35.668827] [INFO ] [sig       ] BIPH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:35.806367] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BIPH.txt
[2025-12-15T20:17:35.806487] [INFO ] [sig       ] [439/3591] Completed BIPH in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:35.806527] [INFO ] [sig       ] [440/3591] Forecasting BIPI...
[2025-12-15T20:17:35.806559] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-15T20:17:35.806609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-15T20:17:35.818086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-15T20:17:35.818419] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-15T20:17:35.819236] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-15T20:17:35.819289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:35.819322] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:35.819350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:35.819409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:35.875893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:35.876700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:35.876781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:35.876814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:35.989640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:35.989794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:35.989833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:35.989861] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:35.993151] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-15T20:17:35.993425] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-15T20:17:35.993549] [INFO ] [sig       ] BIPI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:36.144473] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BIPI.txt
[2025-12-15T20:17:36.144619] [INFO ] [sig       ] [440/3591] Completed BIPI in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:36.144661] [INFO ] [sig       ] [441/3591] Forecasting BIRD...
[2025-12-15T20:17:36.144691] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-15T20:17:36.144721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-15T20:17:36.155531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-15T20:17:36.155891] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-15T20:17:36.156652] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-15T20:17:36.156703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:36.156734] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:36.156760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:36.156819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:36.211900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:36.212490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:36.212568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:36.212618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:36.333510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:36.333683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:36.333722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:36.333750] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:36.337095] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-15T20:17:36.337359] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-15T20:17:36.337478] [INFO ] [sig       ] BIRD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:36.475261] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BIRD.txt
[2025-12-15T20:17:36.475380] [INFO ] [sig       ] [441/3591] Completed BIRD in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:36.475442] [INFO ] [sig       ] [442/3591] Forecasting BIRK...
[2025-12-15T20:17:36.475473] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-15T20:17:36.475503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-15T20:17:36.487139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-15T20:17:36.487445] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-15T20:17:36.488240] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-15T20:17:36.488305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:36.488337] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:36.488363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:36.488420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:36.544532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:36.545451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:36.545534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:36.545566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:36.665774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:36.665927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:36.665966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:36.665994] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:36.669626] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-12-15T20:17:36.669899] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-15T20:17:36.670019] [INFO ] [sig       ] BIRK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:36.809737] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BIRK.txt
[2025-12-15T20:17:36.809885] [INFO ] [sig       ] [442/3591] Completed BIRK in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-15T20:17:36.809932] [INFO ] [sig       ] [443/3591] Forecasting BITF...
[2025-12-15T20:17:36.809962] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-15T20:17:36.809991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-15T20:17:36.821419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-15T20:17:36.821815] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-15T20:17:36.822606] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-15T20:17:36.822657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:36.822688] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:36.822714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:36.822770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:36.877200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:36.878026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:36.878107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:36.878139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:37.005339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:37.005498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:37.005539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:37.005587] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:37.008971] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=75.30%)
[2025-12-15T20:17:37.009259] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-15T20:17:37.009389] [INFO ] [sig       ] BITF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:37.148368] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BITF.txt
[2025-12-15T20:17:37.148521] [INFO ] [sig       ] [443/3591] Completed BITF in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-15T20:17:37.148563] [INFO ] [sig       ] [444/3591] Forecasting BIVI...
[2025-12-15T20:17:37.148615] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-15T20:17:37.148646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-15T20:17:37.160252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-15T20:17:37.160657] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-15T20:17:37.161504] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-15T20:17:37.161555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:37.161606] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:37.161634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:37.161691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:37.219136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:37.220069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:37.220157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:37.220191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:37.338692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:37.338861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:37.338901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:37.338959] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:37.342300] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-12-15T20:17:37.342598] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-15T20:17:37.342723] [INFO ] [sig       ] BIVI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:37.483604] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BIVI.txt
[2025-12-15T20:17:37.483790] [INFO ] [sig       ] [444/3591] Completed BIVI in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-15T20:17:37.483849] [INFO ] [sig       ] [445/3591] Forecasting BJ...
[2025-12-15T20:17:37.483888] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-15T20:17:37.483926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-15T20:17:37.495675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-15T20:17:37.496058] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-15T20:17:37.496863] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-15T20:17:37.496929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:37.496971] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:37.497048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:37.497109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:37.552061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:37.552708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:37.552790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:37.552838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:37.672842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:37.673003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:37.673045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:37.673075] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:37.676388] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-15T20:17:37.676679] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-15T20:17:37.676805] [INFO ] [sig       ] BJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:37.814040] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BJ.txt
[2025-12-15T20:17:37.814168] [INFO ] [sig       ] [445/3591] Completed BJ in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:37.814214] [INFO ] [sig       ] [446/3591] Forecasting BJDX...
[2025-12-15T20:17:37.814245] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-15T20:17:37.814274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-15T20:17:37.825895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-15T20:17:37.826267] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-15T20:17:37.827097] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-15T20:17:37.827150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:37.827182] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:37.827209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:37.827267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:37.882830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:37.883688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:37.883773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:37.883805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:38.004473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:38.004605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:38.004643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:38.004671] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:38.007930] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-12-15T20:17:38.008383] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-15T20:17:38.008506] [INFO ] [sig       ] BJDX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:38.146382] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BJDX.txt
[2025-12-15T20:17:38.146601] [INFO ] [sig       ] [446/3591] Completed BJDX in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:38.146663] [INFO ] [sig       ] [447/3591] Forecasting BJRI...
[2025-12-15T20:17:38.146707] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-15T20:17:38.146749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-15T20:17:38.159037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-15T20:17:38.159372] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-15T20:17:38.160139] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-15T20:17:38.160192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:38.160228] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:38.160255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:38.160312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:38.215804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:38.216383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:38.216460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:38.216493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:38.336335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:38.336478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:38.336520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:38.336549] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:38.339841] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-12-15T20:17:38.340125] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-15T20:17:38.340246] [INFO ] [sig       ] BJRI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:38.476674] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BJRI.txt
[2025-12-15T20:17:38.476789] [INFO ] [sig       ] [447/3591] Completed BJRI in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:38.476828] [INFO ] [sig       ] [448/3591] Forecasting BK...
[2025-12-15T20:17:38.476857] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-15T20:17:38.476885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-15T20:17:38.488159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-15T20:17:38.488467] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-15T20:17:38.489256] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-15T20:17:38.489307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:38.489339] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:38.489365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:38.489421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:38.545321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:38.545952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:38.546029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:38.546062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:38.664744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:38.664884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:38.664930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:38.664965] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:38.668275] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2025-12-15T20:17:38.668569] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-15T20:17:38.668711] [INFO ] [sig       ] BK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:38.816482] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BK.txt
[2025-12-15T20:17:38.816699] [INFO ] [sig       ] [448/3591] Completed BK in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:38.816761] [INFO ] [sig       ] [449/3591] Forecasting BKCH...
[2025-12-15T20:17:38.816810] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-15T20:17:38.816856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-15T20:17:38.833456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-15T20:17:38.833887] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-15T20:17:38.834686] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-15T20:17:38.834739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:38.834770] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:38.834797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:38.834853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:38.890707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:38.891545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:38.891650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:38.891683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:39.007826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:39.007989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:39.008043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:39.008073] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:39.011600] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=44.05%)
[2025-12-15T20:17:39.012015] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-15T20:17:39.012175] [INFO ] [sig       ] BKCH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:39.152845] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BKCH.txt
[2025-12-15T20:17:39.153020] [INFO ] [sig       ] [449/3591] Completed BKCH in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:39.153089] [INFO ] [sig       ] [450/3591] Forecasting BKD...
[2025-12-15T20:17:39.153127] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-15T20:17:39.153160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-15T20:17:39.164360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-15T20:17:39.164786] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-15T20:17:39.165565] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-15T20:17:39.165644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:39.165677] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:39.165705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:39.165763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:39.221828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:39.222685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:39.222768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:39.222800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:39.343311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:39.343464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:39.343504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:39.343532] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:39.346820] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-15T20:17:39.347090] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-15T20:17:39.347215] [INFO ] [sig       ] BKD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:39.485426] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BKD.txt
[2025-12-15T20:17:39.485597] [INFO ] [sig       ] [450/3591] Completed BKD in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:39.485640] [INFO ] [sig       ] [451/3591] Forecasting BKE...
[2025-12-15T20:17:39.485670] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-15T20:17:39.485701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-15T20:17:39.497009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-15T20:17:39.497424] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-15T20:17:39.498234] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-15T20:17:39.498286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:39.498316] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:39.498342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:39.498398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:39.554307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:39.555047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:39.555144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:39.555176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:39.676221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:39.676381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:39.676420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:39.676448] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:39.679988] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-12-15T20:17:39.680284] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-15T20:17:39.680408] [INFO ] [sig       ] BKE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:39.821026] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BKE.txt
[2025-12-15T20:17:39.821166] [INFO ] [sig       ] [451/3591] Completed BKE in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:39.821205] [INFO ] [sig       ] [452/3591] Forecasting BKH...
[2025-12-15T20:17:39.821237] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-15T20:17:39.821267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-15T20:17:39.832139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-15T20:17:39.832546] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-15T20:17:39.833353] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-15T20:17:39.833407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:39.833440] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:39.833468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:39.833528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:39.894308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:39.895199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:39.895286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:39.895322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:40.014735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:40.014890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:40.014932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:40.014962] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:40.018398] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=62.97%)
[2025-12-15T20:17:40.018695] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-15T20:17:40.018821] [INFO ] [sig       ] BKH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:40.166051] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BKH.txt
[2025-12-15T20:17:40.166215] [INFO ] [sig       ] [452/3591] Completed BKH in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:40.166258] [INFO ] [sig       ] [453/3591] Forecasting BKN...
[2025-12-15T20:17:40.166291] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-15T20:17:40.166322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-15T20:17:40.177964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-15T20:17:40.178372] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-15T20:17:40.179264] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-15T20:17:40.179321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:40.179369] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:40.179400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:40.179460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:40.236942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:40.237784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:40.237874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:40.237907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:40.351163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:40.351318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:40.351359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:40.351387] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:40.354659] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-12-15T20:17:40.354923] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-15T20:17:40.355043] [INFO ] [sig       ] BKN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:40.490634] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BKN.txt
[2025-12-15T20:17:40.490757] [INFO ] [sig       ] [453/3591] Completed BKN in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:40.490797] [INFO ] [sig       ] [454/3591] Forecasting BKNG...
[2025-12-15T20:17:40.490827] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-15T20:17:40.490856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-15T20:17:40.502004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-15T20:17:40.502357] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-15T20:17:40.503209] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-15T20:17:40.503264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:40.503296] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:40.503325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:40.503384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:40.560861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:40.561485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:40.561566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:40.561619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:40.683868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:40.683986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:40.684026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:40.684054] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:40.687283] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2025-12-15T20:17:40.687543] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-15T20:17:40.687683] [INFO ] [sig       ] BKNG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:40.824828] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BKNG.txt
[2025-12-15T20:17:40.824948] [INFO ] [sig       ] [454/3591] Completed BKNG in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:40.824987] [INFO ] [sig       ] [455/3591] Forecasting BKSY...
[2025-12-15T20:17:40.825016] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-15T20:17:40.825045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-15T20:17:40.835731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-15T20:17:40.836056] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-15T20:17:40.836823] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-15T20:17:40.836874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:40.836905] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:40.836932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:40.836989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:40.892488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:40.893309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:40.893391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:40.893424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:41.013694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:41.013850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:41.013889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:41.013918] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:41.017203] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2025-12-15T20:17:41.017466] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-15T20:17:41.017604] [INFO ] [sig       ] BKSY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:41.155231] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BKSY.txt
[2025-12-15T20:17:41.155361] [INFO ] [sig       ] [455/3591] Completed BKSY in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:41.155402] [INFO ] [sig       ] [456/3591] Forecasting BL...
[2025-12-15T20:17:41.155431] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-15T20:17:41.155461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-15T20:17:41.166462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-15T20:17:41.166824] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-15T20:17:41.167617] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-15T20:17:41.167670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:41.167701] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:41.167728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:41.167784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:41.223906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:41.224500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:41.224594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:41.224629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:41.341768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:41.341906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:41.341945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:41.341974] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:41.345223] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-15T20:17:41.345485] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-15T20:17:41.345622] [INFO ] [sig       ] BL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:41.483024] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BL.txt
[2025-12-15T20:17:41.483144] [INFO ] [sig       ] [456/3591] Completed BL in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-15T20:17:41.483182] [INFO ] [sig       ] [457/3591] Forecasting BLBD...
[2025-12-15T20:17:41.483213] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-15T20:17:41.483248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-15T20:17:41.494115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-15T20:17:41.494426] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-15T20:17:41.495193] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-15T20:17:41.495245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:41.495276] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:41.495303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:41.495359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:41.552115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:41.552726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:41.552802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:41.552834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:41.674171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:41.674295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:41.674332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:41.674361] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:41.677525] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-15T20:17:41.677802] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-15T20:17:41.677922] [INFO ] [sig       ] BLBD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:41.815863] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BLBD.txt
[2025-12-15T20:17:41.815995] [INFO ] [sig       ] [457/3591] Completed BLBD in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-15T20:17:41.816035] [INFO ] [sig       ] [458/3591] Forecasting BLCN...
[2025-12-15T20:17:41.816063] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-15T20:17:41.816093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-15T20:17:41.827518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-15T20:17:41.827871] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-15T20:17:41.828676] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-15T20:17:41.828727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:41.828758] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:41.828785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:41.828843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:41.884443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:41.885156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:41.885234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:41.885266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:41.989289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:41.989411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:41.989449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:41.989477] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:41.992748] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-15T20:17:41.993016] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-15T20:17:41.993133] [INFO ] [sig       ] BLCN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:42.133642] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLCN.txt
[2025-12-15T20:17:42.133777] [INFO ] [sig       ] [458/3591] Completed BLCN in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-15T20:17:42.133845] [INFO ] [sig       ] [459/3591] Forecasting BLCO...
[2025-12-15T20:17:42.133876] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-15T20:17:42.133906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-15T20:17:42.144411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-15T20:17:42.144744] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-15T20:17:42.145479] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-15T20:17:42.145530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:42.145562] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:42.145615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:42.145673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:42.200810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:42.201406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:42.201482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:42.201514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:42.323990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:42.324106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:42.324143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:42.324171] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:42.327368] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2025-12-15T20:17:42.327651] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-15T20:17:42.327777] [INFO ] [sig       ] BLCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:42.463564] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLCO.txt
[2025-12-15T20:17:42.463717] [INFO ] [sig       ] [459/3591] Completed BLCO in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-15T20:17:42.463759] [INFO ] [sig       ] [460/3591] Forecasting BLD...
[2025-12-15T20:17:42.463787] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-15T20:17:42.463817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-15T20:17:42.474584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-15T20:17:42.474926] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-15T20:17:42.475695] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-15T20:17:42.475746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:42.475777] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:42.475804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:42.475865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:42.536048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:42.536981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:42.537068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:42.537101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:42.656482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:42.656627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:42.656666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:42.656708] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:42.660034] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=56.22%)
[2025-12-15T20:17:42.660300] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-15T20:17:42.660424] [INFO ] [sig       ] BLD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:42.800513] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLD.txt
[2025-12-15T20:17:42.800656] [INFO ] [sig       ] [460/3591] Completed BLD in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-15T20:17:42.800697] [INFO ] [sig       ] [461/3591] Forecasting BLDP...
[2025-12-15T20:17:42.800726] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-15T20:17:42.800756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-15T20:17:42.812099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-15T20:17:42.812408] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-15T20:17:42.813191] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-15T20:17:42.813242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:42.813273] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:42.813299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:42.813356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:42.869664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:42.870339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:42.870416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:42.870449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:42.989482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:42.989631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:42.989671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:42.989699] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:42.992961] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-15T20:17:42.993227] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-15T20:17:42.993347] [INFO ] [sig       ] BLDP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:43.131144] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLDP.txt
[2025-12-15T20:17:43.131280] [INFO ] [sig       ] [461/3591] Completed BLDP in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-15T20:17:43.131320] [INFO ] [sig       ] [462/3591] Forecasting BLE...
[2025-12-15T20:17:43.131349] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-15T20:17:43.131378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-15T20:17:43.141943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-15T20:17:43.142261] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-15T20:17:43.143027] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-15T20:17:43.143078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:43.143109] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:43.143165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:43.143224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:43.201388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:43.202099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:43.202191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:43.202226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:43.317285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:43.317406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:43.317445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:43.317473] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:43.320791] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-12-15T20:17:43.321062] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-15T20:17:43.321192] [INFO ] [sig       ] BLE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:43.458325] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLE.txt
[2025-12-15T20:17:43.458439] [INFO ] [sig       ] [462/3591] Completed BLE in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-15T20:17:43.458478] [INFO ] [sig       ] [463/3591] Forecasting BLFS...
[2025-12-15T20:17:43.458507] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-15T20:17:43.458536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-15T20:17:43.469777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-15T20:17:43.470107] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-15T20:17:43.470879] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-15T20:17:43.470931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:43.470962] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:43.470990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:43.471055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:43.527901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:43.528502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:43.528595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:43.528630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:43.646211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:43.646347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:43.646386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:43.646415] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:43.649724] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-15T20:17:43.649989] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-15T20:17:43.650127] [INFO ] [sig       ] BLFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:43.788872] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLFS.txt
[2025-12-15T20:17:43.789010] [INFO ] [sig       ] [463/3591] Completed BLFS in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-15T20:17:43.789051] [INFO ] [sig       ] [464/3591] Forecasting BLFY...
[2025-12-15T20:17:43.789080] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-15T20:17:43.789110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-15T20:17:43.799868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-15T20:17:43.800222] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-15T20:17:43.801057] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-15T20:17:43.801122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:43.801161] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:43.801195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:43.801266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:43.858702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:43.859337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:43.859415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:43.859448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:43.980312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:43.980450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:43.980490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:43.980518] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:43.983770] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-15T20:17:43.984037] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-15T20:17:43.984165] [INFO ] [sig       ] BLFY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:44.121735] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BLFY.txt
[2025-12-15T20:17:44.121892] [INFO ] [sig       ] [464/3591] Completed BLFY in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-15T20:17:44.121932] [INFO ] [sig       ] [465/3591] Forecasting BLK...
[2025-12-15T20:17:44.121963] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-15T20:17:44.121994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-15T20:17:44.133246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-15T20:17:44.133592] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-15T20:17:44.134378] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-15T20:17:44.134431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:44.134464] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:44.134492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:44.134550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:44.192048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:44.192694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:44.192773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:44.192807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:44.315095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:44.315237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:44.315277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:44.315304] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:44.318988] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=77.84%)
[2025-12-15T20:17:44.319264] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-15T20:17:44.319398] [INFO ] [sig       ] BLK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:44.458658] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLK.txt
[2025-12-15T20:17:44.458781] [INFO ] [sig       ] [465/3591] Completed BLK in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-15T20:17:44.458820] [INFO ] [sig       ] [466/3591] Forecasting BLKB...
[2025-12-15T20:17:44.458849] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-15T20:17:44.458878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-15T20:17:44.469375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-15T20:17:44.469704] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-15T20:17:44.470467] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-15T20:17:44.470532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:44.470564] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:44.470611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:44.470668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:44.526443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:44.527074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:44.527152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:44.527184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:44.646335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:44.646476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:44.646515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:44.646542] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:44.649849] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=76.01%)
[2025-12-15T20:17:44.650159] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-15T20:17:44.650286] [INFO ] [sig       ] BLKB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:44.790064] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLKB.txt
[2025-12-15T20:17:44.790194] [INFO ] [sig       ] [466/3591] Completed BLKB in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-15T20:17:44.790234] [INFO ] [sig       ] [467/3591] Forecasting BLMN...
[2025-12-15T20:17:44.790263] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-15T20:17:44.790292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-15T20:17:44.801147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-15T20:17:44.801458] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-15T20:17:44.802245] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-15T20:17:44.802298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:44.802331] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:44.802359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:44.802418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:44.859725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:44.860357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:44.860436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:44.860469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:44.978322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:44.978454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:44.978492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:44.978520] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:44.981759] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-15T20:17:44.982025] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-15T20:17:44.982147] [INFO ] [sig       ] BLMN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:45.121355] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLMN.txt
[2025-12-15T20:17:45.121510] [INFO ] [sig       ] [467/3591] Completed BLMN in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-15T20:17:45.121552] [INFO ] [sig       ] [468/3591] Forecasting BLND...
[2025-12-15T20:17:45.121601] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-15T20:17:45.121632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-15T20:17:45.132790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-15T20:17:45.133131] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-15T20:17:45.133991] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-15T20:17:45.134045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:45.134077] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:45.134104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:45.134161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:45.191306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:45.191992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:45.192072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:45.192107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:45.311661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:45.311798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:45.311837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:45.311866] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:45.315170] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-15T20:17:45.315446] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-15T20:17:45.315602] [INFO ] [sig       ] BLND: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:45.455216] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BLND.txt
[2025-12-15T20:17:45.455335] [INFO ] [sig       ] [468/3591] Completed BLND in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-15T20:17:45.455376] [INFO ] [sig       ] [469/3591] Forecasting BLRX...
[2025-12-15T20:17:45.455406] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-15T20:17:45.455435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-15T20:17:45.466193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-15T20:17:45.466510] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-15T20:17:45.467311] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-15T20:17:45.467364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:45.467397] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:45.467424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:45.467483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:45.524495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:45.525165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:45.525246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:45.525279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:45.641371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:45.641512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:45.641550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:45.641596] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:45.644888] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-15T20:17:45.645159] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-15T20:17:45.645279] [INFO ] [sig       ] BLRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:45.782211] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BLRX.txt
[2025-12-15T20:17:45.782336] [INFO ] [sig       ] [469/3591] Completed BLRX in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-15T20:17:45.782376] [INFO ] [sig       ] [470/3591] Forecasting BLTE...
[2025-12-15T20:17:45.782405] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-15T20:17:45.782434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-15T20:17:45.793397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-15T20:17:45.793751] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-15T20:17:45.794497] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-15T20:17:45.794549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:45.794600] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:45.794628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:45.794685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:45.852698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:45.853435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:45.853518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:45.853552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:45.973733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:45.973887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:45.973927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:45.973957] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:45.977252] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-12-15T20:17:45.977522] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-15T20:17:45.977664] [INFO ] [sig       ] BLTE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:46.119631] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BLTE.txt
[2025-12-15T20:17:46.119789] [INFO ] [sig       ] [470/3591] Completed BLTE in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-15T20:17:46.119832] [INFO ] [sig       ] [471/3591] Forecasting BLX...
[2025-12-15T20:17:46.119861] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-15T20:17:46.119898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-15T20:17:46.130467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-15T20:17:46.130869] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-15T20:17:46.131681] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-15T20:17:46.131739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:46.131783] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:46.131818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:46.131876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:46.190760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:46.191699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:46.191789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:46.191823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:46.315430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:46.315601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:46.315642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:46.315672] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:46.319033] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-15T20:17:46.319327] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-15T20:17:46.319453] [INFO ] [sig       ] BLX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:46.464444] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BLX.txt
[2025-12-15T20:17:46.464610] [INFO ] [sig       ] [471/3591] Completed BLX in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:46.464654] [INFO ] [sig       ] [472/3591] Forecasting BLZE...
[2025-12-15T20:17:46.464684] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-15T20:17:46.464715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-15T20:17:46.475400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-15T20:17:46.475714] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-15T20:17:46.476509] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-15T20:17:46.476564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:46.476619] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:46.476649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:46.476707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:46.532739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:46.533563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:46.533701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:46.533735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:46.658198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:46.658354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:46.658398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:46.658428] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:46.661941] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-15T20:17:46.662240] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-15T20:17:46.662380] [INFO ] [sig       ] BLZE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:46.797328] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BLZE.txt
[2025-12-15T20:17:46.797451] [INFO ] [sig       ] [472/3591] Completed BLZE in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:46.797491] [INFO ] [sig       ] [473/3591] Forecasting BMA...
[2025-12-15T20:17:46.797522] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-15T20:17:46.797553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-15T20:17:46.808692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-15T20:17:46.809036] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-15T20:17:46.809834] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-15T20:17:46.809885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:46.809916] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:46.809942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:46.809998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:46.866235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:46.866906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:46.866996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:46.867031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:46.988142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:46.988292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:46.988359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:46.988390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:46.991723] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-15T20:17:46.991989] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-15T20:17:46.992110] [INFO ] [sig       ] BMA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:47.127749] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BMA.txt
[2025-12-15T20:17:47.127860] [INFO ] [sig       ] [473/3591] Completed BMA in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:47.127900] [INFO ] [sig       ] [474/3591] Forecasting BMBL...
[2025-12-15T20:17:47.127929] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-15T20:17:47.127957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-15T20:17:47.139024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-15T20:17:47.139341] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-15T20:17:47.140103] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-15T20:17:47.140154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:47.140186] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:47.140212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:47.140268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:47.195163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:47.195778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:47.195856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:47.195888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:47.317977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:47.318142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:47.318186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:47.318215] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:47.321591] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-12-15T20:17:47.321876] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-15T20:17:47.322008] [INFO ] [sig       ] BMBL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:47.457729] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BMBL.txt
[2025-12-15T20:17:47.457855] [INFO ] [sig       ] [474/3591] Completed BMBL in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:47.457895] [INFO ] [sig       ] [475/3591] Forecasting BME...
[2025-12-15T20:17:47.457924] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-15T20:17:47.457953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-15T20:17:47.469348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-15T20:17:47.469708] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-15T20:17:47.470478] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-15T20:17:47.470530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:47.470562] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:47.470607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:47.470668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:47.525610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:47.526257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:47.526336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:47.526367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:47.644801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:47.644944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:47.644982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:47.645010] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:47.648246] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2025-12-15T20:17:47.648511] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-15T20:17:47.648650] [INFO ] [sig       ] BME: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:47.786045] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BME.txt
[2025-12-15T20:17:47.786236] [INFO ] [sig       ] [475/3591] Completed BME in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:47.786278] [INFO ] [sig       ] [476/3591] Forecasting BMEZ...
[2025-12-15T20:17:47.786311] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-15T20:17:47.786342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-15T20:17:47.798148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-15T20:17:47.798540] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-15T20:17:47.799375] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-15T20:17:47.799427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:47.799458] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:47.799484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:47.799540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:47.854788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:47.855507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:47.855605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:47.855640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:47.972668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:47.972825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:47.972863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:47.972891] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:47.976192] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-15T20:17:47.976457] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-15T20:17:47.976595] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:48.117992] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BMEZ.txt
[2025-12-15T20:17:48.118152] [INFO ] [sig       ] [476/3591] Completed BMEZ in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:48.118196] [INFO ] [sig       ] [477/3591] Forecasting BMI...
[2025-12-15T20:17:48.118228] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-15T20:17:48.118259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-15T20:17:48.129525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-15T20:17:48.129894] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-15T20:17:48.130719] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-15T20:17:48.130772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:48.130820] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:48.130848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:48.130905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:48.191783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:48.192854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:48.192971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:48.193019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:48.327489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:48.327665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:48.327706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:48.327734] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:48.331147] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=23.00%)
[2025-12-15T20:17:48.331462] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-15T20:17:48.331611] [INFO ] [sig       ] BMI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:48.472366] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BMI.txt
[2025-12-15T20:17:48.472538] [INFO ] [sig       ] [477/3591] Completed BMI in 0.4s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:48.472605] [INFO ] [sig       ] [478/3591] Forecasting BMO...
[2025-12-15T20:17:48.472638] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-15T20:17:48.472669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-15T20:17:48.484303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-15T20:17:48.484726] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-15T20:17:48.485530] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-15T20:17:48.485607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:48.485646] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:48.485674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:48.485734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:48.542865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:48.543698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:48.543800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:48.543834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:48.676901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:48.677062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:48.677101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:48.677129] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:48.680664] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=46.63%)
[2025-12-15T20:17:48.680953] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-15T20:17:48.681082] [INFO ] [sig       ] BMO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:48.817739] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BMO.txt
[2025-12-15T20:17:48.817874] [INFO ] [sig       ] [478/3591] Completed BMO in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:48.817935] [INFO ] [sig       ] [479/3591] Forecasting BMRA...
[2025-12-15T20:17:48.817968] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-15T20:17:48.817997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-15T20:17:48.828966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-15T20:17:48.829320] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-15T20:17:48.830087] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-15T20:17:48.830139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:48.830220] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:48.830248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:48.830305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:48.885294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:48.885954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:48.886030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:48.886062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:49.002091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:49.002247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:49.002286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:49.002314] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:49.005618] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=41.34%)
[2025-12-15T20:17:49.005890] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-15T20:17:49.006011] [INFO ] [sig       ] BMRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:49.144140] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BMRA.txt
[2025-12-15T20:17:49.144298] [INFO ] [sig       ] [479/3591] Completed BMRA in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:49.144341] [INFO ] [sig       ] [480/3591] Forecasting BMRC...
[2025-12-15T20:17:49.144370] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-15T20:17:49.144400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-15T20:17:49.155959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-15T20:17:49.156295] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-15T20:17:49.157063] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-15T20:17:49.157116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:49.157154] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:49.157187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:49.157256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:49.213486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:49.214246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:49.214332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:49.214366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:49.333133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:49.333297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:49.333339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:49.333368] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:49.336752] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-15T20:17:49.337034] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-15T20:17:49.337169] [INFO ] [sig       ] BMRC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:49.475212] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BMRC.txt
[2025-12-15T20:17:49.475350] [INFO ] [sig       ] [480/3591] Completed BMRC in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-15T20:17:49.475392] [INFO ] [sig       ] [481/3591] Forecasting BMRN...
[2025-12-15T20:17:49.475427] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-15T20:17:49.475458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-15T20:17:49.486463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-15T20:17:49.486829] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-15T20:17:49.487592] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-15T20:17:49.487644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:49.487677] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:49.487704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:49.487761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:49.542906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:49.543514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:49.543616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:49.543652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:49.658563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:49.658726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:49.658765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:49.658793] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:49.662070] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-15T20:17:49.662338] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-15T20:17:49.662461] [INFO ] [sig       ] BMRN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:49.803086] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BMRN.txt
[2025-12-15T20:17:49.803228] [INFO ] [sig       ] [481/3591] Completed BMRN in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-15T20:17:49.803277] [INFO ] [sig       ] [482/3591] Forecasting BMY...
[2025-12-15T20:17:49.803314] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-15T20:17:49.803351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-15T20:17:49.815293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-15T20:17:49.815667] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-15T20:17:49.816399] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-15T20:17:49.816451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:49.816482] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:49.816509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:49.816566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:49.872125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:49.872757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:49.872847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:49.872879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:49.991619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:49.991779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:49.991819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:49.991900] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:49.995174] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=56.85%)
[2025-12-15T20:17:49.995658] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-15T20:17:49.995780] [INFO ] [sig       ] BMY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:50.134990] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BMY.txt
[2025-12-15T20:17:50.135133] [INFO ] [sig       ] [482/3591] Completed BMY in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-15T20:17:50.135175] [INFO ] [sig       ] [483/3591] Forecasting BN...
[2025-12-15T20:17:50.135206] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-15T20:17:50.135236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-15T20:17:50.147222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-15T20:17:50.147766] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-15T20:17:50.148731] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-15T20:17:50.148782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:50.148813] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:50.148840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:50.148900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:50.203849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:50.204427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:50.204503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:50.204535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:50.324509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:50.324652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:50.324689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:50.324718] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:50.328240] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-15T20:17:50.328507] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-15T20:17:50.328646] [INFO ] [sig       ] BN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:50.469288] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BN.txt
[2025-12-15T20:17:50.469440] [INFO ] [sig       ] [483/3591] Completed BN in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-15T20:17:50.469480] [INFO ] [sig       ] [484/3591] Forecasting BND...
[2025-12-15T20:17:50.469510] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-15T20:17:50.469546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-15T20:17:50.480244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-15T20:17:50.480559] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-15T20:17:50.481323] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-15T20:17:50.481374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:50.481404] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:50.481431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:50.481488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:50.536127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:50.536758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:50.536852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:50.536886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:50.658187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:50.658352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:50.658397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:50.658442] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:50.661758] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2025-12-15T20:17:50.662028] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-15T20:17:50.662146] [INFO ] [sig       ] BND: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:50.798065] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BND.txt
[2025-12-15T20:17:50.798198] [INFO ] [sig       ] [484/3591] Completed BND in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-15T20:17:50.798254] [INFO ] [sig       ] [485/3591] Forecasting BNDX...
[2025-12-15T20:17:50.798285] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-15T20:17:50.798316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-15T20:17:50.809141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-15T20:17:50.809446] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-15T20:17:50.810199] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-15T20:17:50.810250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:50.810281] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:50.810307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:50.810363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:50.864763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:50.865388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:50.865465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:50.865497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:50.986473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:50.986644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:50.986684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:50.986712] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:50.990020] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-12-15T20:17:50.990291] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-15T20:17:50.990411] [INFO ] [sig       ] BNDX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:51.125239] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BNDX.txt
[2025-12-15T20:17:51.125365] [INFO ] [sig       ] [485/3591] Completed BNDX in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-15T20:17:51.125404] [INFO ] [sig       ] [486/3591] Forecasting BNED...
[2025-12-15T20:17:51.125433] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-15T20:17:51.125462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-15T20:17:51.138714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-15T20:17:51.139054] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-15T20:17:51.139844] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-15T20:17:51.139895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:51.139926] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:51.139952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:51.140012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:51.194708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:51.195310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:51.195387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:51.195435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:51.310304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:51.310425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:51.310463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:51.310491] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:51.313723] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2025-12-15T20:17:51.313988] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-15T20:17:51.314110] [INFO ] [sig       ] BNED: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:51.449937] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BNED.txt
[2025-12-15T20:17:51.450050] [INFO ] [sig       ] [486/3591] Completed BNED in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:51.450088] [INFO ] [sig       ] [487/3591] Forecasting BNGO...
[2025-12-15T20:17:51.450119] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-15T20:17:51.450149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-15T20:17:51.460988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-15T20:17:51.461303] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-15T20:17:51.462060] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-15T20:17:51.462112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:51.462143] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:51.462170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:51.462230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:51.517228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:51.517853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:51.517931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:51.517962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:51.632691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:51.632841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:51.632880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:51.632908] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:51.636209] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2025-12-15T20:17:51.636478] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-15T20:17:51.636617] [INFO ] [sig       ] BNGO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:51.773936] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BNGO.txt
[2025-12-15T20:17:51.774065] [INFO ] [sig       ] [487/3591] Completed BNGO in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:51.774106] [INFO ] [sig       ] [488/3591] Forecasting BNH...
[2025-12-15T20:17:51.774136] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-15T20:17:51.774166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-15T20:17:51.785119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-15T20:17:51.785457] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-15T20:17:51.786219] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-15T20:17:51.786270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:51.786301] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:51.786327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:51.786403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:51.844685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:51.845658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:51.845747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:51.845780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:51.960456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:51.960615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:51.960660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:51.960689] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:51.964504] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-12-15T20:17:51.964788] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-15T20:17:51.964908] [INFO ] [sig       ] BNH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:52.103892] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BNH.txt
[2025-12-15T20:17:52.104008] [INFO ] [sig       ] [488/3591] Completed BNH in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:52.104053] [INFO ] [sig       ] [489/3591] Forecasting BNJ...
[2025-12-15T20:17:52.104085] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-15T20:17:52.104116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-15T20:17:52.116346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-15T20:17:52.116776] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-15T20:17:52.117607] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-15T20:17:52.117661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:52.117694] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:52.117722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:52.117779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:52.175702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:52.176531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:52.176702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:52.176740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:52.286017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:52.286182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:52.286222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:52.286250] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:52.289818] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-15T20:17:52.290095] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-15T20:17:52.290220] [INFO ] [sig       ] BNJ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:52.425336] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BNJ.txt
[2025-12-15T20:17:52.425488] [INFO ] [sig       ] [489/3591] Completed BNJ in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:52.425531] [INFO ] [sig       ] [490/3591] Forecasting BNL...
[2025-12-15T20:17:52.425562] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-15T20:17:52.425612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-15T20:17:52.437436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-15T20:17:52.437902] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-15T20:17:52.438757] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-15T20:17:52.438832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:52.438881] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:52.438944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:52.439007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:52.496503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:52.497326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:52.497422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:52.497455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:52.620142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:52.620299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:52.620338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:52.620367] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:52.623735] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-15T20:17:52.624004] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-15T20:17:52.624125] [INFO ] [sig       ] BNL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:52.765413] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BNL.txt
[2025-12-15T20:17:52.765595] [INFO ] [sig       ] [490/3591] Completed BNL in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:52.765639] [INFO ] [sig       ] [491/3591] Forecasting BNS...
[2025-12-15T20:17:52.765669] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-15T20:17:52.765705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-15T20:17:52.776655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-15T20:17:52.777011] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-15T20:17:52.777930] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-15T20:17:52.777981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:52.778012] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:52.778037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:52.778092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:52.833710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:52.834359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:52.834439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:52.834471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:52.961284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:52.961475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:52.961526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:52.961566] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:52.966284] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-12-15T20:17:52.966714] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-15T20:17:52.966889] [INFO ] [sig       ] BNS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:53.110980] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BNS.txt
[2025-12-15T20:17:53.111137] [INFO ] [sig       ] [491/3591] Completed BNS in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:53.111178] [INFO ] [sig       ] [492/3591] Forecasting BNTC...
[2025-12-15T20:17:53.111207] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-15T20:17:53.111238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-15T20:17:53.122629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-15T20:17:53.123027] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-15T20:17:53.123805] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-15T20:17:53.123856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:53.123888] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:53.123915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:53.123972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:53.179340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:53.180217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:53.180309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:53.180343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:53.305880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:53.306045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:53.306086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:53.306118] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:53.309990] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=83.71%)
[2025-12-15T20:17:53.310348] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-15T20:17:53.310503] [INFO ] [sig       ] BNTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:53.451747] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BNTC.txt
[2025-12-15T20:17:53.451908] [INFO ] [sig       ] [492/3591] Completed BNTC in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:53.451951] [INFO ] [sig       ] [493/3591] Forecasting BNTX...
[2025-12-15T20:17:53.451981] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-15T20:17:53.452012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-15T20:17:53.462958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-15T20:17:53.463302] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-15T20:17:53.464083] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-15T20:17:53.464136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:53.464167] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:53.464194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:53.464261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:53.519958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:53.520591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:53.520671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:53.520703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:53.637271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:53.637438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:53.637478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:53.637507] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:53.641847] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-12-15T20:17:53.642262] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-15T20:17:53.642422] [INFO ] [sig       ] BNTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:53.783032] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BNTX.txt
[2025-12-15T20:17:53.783174] [INFO ] [sig       ] [493/3591] Completed BNTX in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:53.783216] [INFO ] [sig       ] [494/3591] Forecasting BNY...
[2025-12-15T20:17:53.783246] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-15T20:17:53.783278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-15T20:17:53.794470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-15T20:17:53.794818] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-15T20:17:53.795558] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-15T20:17:53.795631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:53.795663] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:53.795690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:53.795746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:53.851896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:53.852513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:53.852608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:53.852642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:53.970841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:53.970993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:53.971035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:53.971065] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:53.974442] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-15T20:17:53.974733] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-15T20:17:53.974862] [INFO ] [sig       ] BNY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:54.114269] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BNY.txt
[2025-12-15T20:17:54.114403] [INFO ] [sig       ] [494/3591] Completed BNY in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:54.114443] [INFO ] [sig       ] [495/3591] Forecasting BNZI...
[2025-12-15T20:17:54.114475] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-15T20:17:54.114507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-15T20:17:54.126296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-15T20:17:54.126635] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-15T20:17:54.127393] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-15T20:17:54.127445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:54.127478] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:54.127505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:54.127754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:54.183905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:54.184537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:54.184631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:54.184665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:54.300617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:54.300907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:54.300950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:54.300980] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:54.304445] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-15T20:17:54.304784] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-15T20:17:54.304913] [INFO ] [sig       ] BNZI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:54.441959] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BNZI.txt
[2025-12-15T20:17:54.442100] [INFO ] [sig       ] [495/3591] Completed BNZI in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:54.442141] [INFO ] [sig       ] [496/3591] Forecasting BOC...
[2025-12-15T20:17:54.442169] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-15T20:17:54.442201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-15T20:17:54.453467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-15T20:17:54.453825] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-15T20:17:54.454596] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-15T20:17:54.454647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:54.454708] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:54.454736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:54.454794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:54.511171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:54.511833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:54.511912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:54.511945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:54.645835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:54.645995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:54.646036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:54.646064] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:54.649969] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=59.15%)
[2025-12-15T20:17:54.650294] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-15T20:17:54.650429] [INFO ] [sig       ] BOC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:54.790394] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BOC.txt
[2025-12-15T20:17:54.790522] [INFO ] [sig       ] [496/3591] Completed BOC in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:54.790561] [INFO ] [sig       ] [497/3591] Forecasting BOE...
[2025-12-15T20:17:54.790611] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-15T20:17:54.790642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-15T20:17:54.802185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-15T20:17:54.802591] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-15T20:17:54.803447] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-15T20:17:54.803510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:54.803551] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:54.803621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:54.803705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:54.861608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:54.862419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:54.862502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:54.862534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:54.980218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:54.980383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:54.980441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:54.980470] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:54.983824] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=29.25%)
[2025-12-15T20:17:54.984097] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-15T20:17:54.984221] [INFO ] [sig       ] BOE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:55.121997] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BOE.txt
[2025-12-15T20:17:55.122162] [INFO ] [sig       ] [497/3591] Completed BOE in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:55.122205] [INFO ] [sig       ] [498/3591] Forecasting BOF...
[2025-12-15T20:17:55.122236] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-15T20:17:55.122268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-15T20:17:55.134401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-15T20:17:55.134846] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-15T20:17:55.135739] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-15T20:17:55.135798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:55.135832] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:55.135858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:55.135915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:55.205215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:55.206225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:55.206314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:55.206356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:55.336624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:55.336782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:55.336822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:55.336851] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:55.340231] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-12-15T20:17:55.340508] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-15T20:17:55.340653] [INFO ] [sig       ] BOF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:55.481133] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BOF.txt
[2025-12-15T20:17:55.481290] [INFO ] [sig       ] [498/3591] Completed BOF in 0.4s | 2.92 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-15T20:17:55.481332] [INFO ] [sig       ] [499/3591] Forecasting BOH...
[2025-12-15T20:17:55.481362] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-15T20:17:55.481392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-15T20:17:55.492141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-15T20:17:55.492509] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-15T20:17:55.493303] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-15T20:17:55.493355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:55.493387] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:55.493413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:55.493470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:55.551314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:55.552202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:55.552292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:55.552329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:55.674139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:55.674306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:55.674353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:55.674387] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:55.678066] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-15T20:17:55.678383] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-15T20:17:55.678523] [INFO ] [sig       ] BOH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:55.821949] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BOH.txt
[2025-12-15T20:17:55.822103] [INFO ] [sig       ] [499/3591] Completed BOH in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-15T20:17:55.822145] [INFO ] [sig       ] [500/3591] Forecasting BOKF...
[2025-12-15T20:17:55.822175] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-15T20:17:55.822205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-15T20:17:55.833346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-15T20:17:55.833742] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-15T20:17:55.834530] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-15T20:17:55.834610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:55.834650] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:55.834679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:55.834743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:55.890298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:55.891130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:55.891219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:55.891252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:56.010255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:56.010414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:56.010454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:56.010483] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:56.013810] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-15T20:17:56.014087] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-15T20:17:56.014215] [INFO ] [sig       ] BOKF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:56.158130] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BOKF.txt
[2025-12-15T20:17:56.158289] [INFO ] [sig       ] [500/3591] Completed BOKF in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-15T20:17:56.158329] [INFO ] [sig       ] [501/3591] Forecasting BOLD...
[2025-12-15T20:17:56.158359] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-15T20:17:56.158391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-15T20:17:56.169331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-15T20:17:56.169759] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-15T20:17:56.170700] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-15T20:17:56.170755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:56.170803] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:56.170832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:56.170892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:56.229617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:56.230456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:56.230543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:56.230595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:56.351483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:56.351682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:56.351734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:56.351764] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:56.355191] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-15T20:17:56.355458] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-15T20:17:56.355596] [INFO ] [sig       ] BOLD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:56.497997] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BOLD.txt
[2025-12-15T20:17:56.498148] [INFO ] [sig       ] [501/3591] Completed BOLD in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-15T20:17:56.498188] [INFO ] [sig       ] [502/3591] Forecasting BOND...
[2025-12-15T20:17:56.498219] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-15T20:17:56.498248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-15T20:17:56.509438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-15T20:17:56.509845] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-15T20:17:56.510692] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-15T20:17:56.510746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:56.510778] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:56.510805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:56.510863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:56.568012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:56.568951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:56.569043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:56.569078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:56.691246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:56.691399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:56.691440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:56.691469] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:56.694856] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=94.03%)
[2025-12-15T20:17:56.695162] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-15T20:17:56.695297] [INFO ] [sig       ] BOND: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:56.836036] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BOND.txt
[2025-12-15T20:17:56.836191] [INFO ] [sig       ] [502/3591] Completed BOND in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:56.836233] [INFO ] [sig       ] [503/3591] Forecasting BOOM...
[2025-12-15T20:17:56.836265] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-15T20:17:56.836294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-15T20:17:56.847564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-15T20:17:56.848012] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-15T20:17:56.848843] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-15T20:17:56.848896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:56.848960] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:56.848989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:56.849046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:56.904442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:56.905288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:56.905372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:56.905405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:57.022470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:57.022636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:57.022680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:57.022709] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:57.025984] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-12-15T20:17:57.026257] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-15T20:17:57.026380] [INFO ] [sig       ] BOOM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:57.166015] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BOOM.txt
[2025-12-15T20:17:57.166152] [INFO ] [sig       ] [503/3591] Completed BOOM in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:57.166191] [INFO ] [sig       ] [504/3591] Forecasting BOTZ...
[2025-12-15T20:17:57.166222] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-15T20:17:57.166252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-15T20:17:57.177155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-15T20:17:57.177528] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-15T20:17:57.178344] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-15T20:17:57.178401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:57.178434] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:57.178461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:57.178517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:57.234982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:57.235636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:57.235713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:57.235745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:57.356676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:57.356832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:57.356881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:57.356911] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:57.360369] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=39.57%)
[2025-12-15T20:17:57.360693] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-15T20:17:57.360815] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:57.499063] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BOTZ.txt
[2025-12-15T20:17:57.499203] [INFO ] [sig       ] [504/3591] Completed BOTZ in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:57.499249] [INFO ] [sig       ] [505/3591] Forecasting BOX...
[2025-12-15T20:17:57.499279] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-15T20:17:57.499309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-15T20:17:57.510695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-15T20:17:57.511065] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-15T20:17:57.511874] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-15T20:17:57.511926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:57.511959] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:57.511986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:57.512044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:57.569621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:57.570471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:57.570568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:57.570620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:57.690312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:57.690466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:57.690507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:57.690539] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:57.693868] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-15T20:17:57.694139] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-15T20:17:57.694259] [INFO ] [sig       ] BOX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:57.833460] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BOX.txt
[2025-12-15T20:17:57.833614] [INFO ] [sig       ] [505/3591] Completed BOX in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:57.833657] [INFO ] [sig       ] [506/3591] Forecasting BP...
[2025-12-15T20:17:57.833686] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-15T20:17:57.833716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-15T20:17:57.844648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-15T20:17:57.845015] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-15T20:17:57.845796] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-15T20:17:57.845847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:57.845878] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:57.845907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:57.845963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:57.902751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:57.903832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:57.903967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:57.904002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:58.024322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:58.024484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:58.024526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:58.024555] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:58.027907] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=51.33%)
[2025-12-15T20:17:58.028184] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-15T20:17:58.028311] [INFO ] [sig       ] BP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:58.165284] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BP.txt
[2025-12-15T20:17:58.165439] [INFO ] [sig       ] [506/3591] Completed BP in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:58.165481] [INFO ] [sig       ] [507/3591] Forecasting BPOP...
[2025-12-15T20:17:58.165511] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-15T20:17:58.165542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-15T20:17:58.177078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-15T20:17:58.177466] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-15T20:17:58.178249] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-15T20:17:58.178300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:58.178333] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:58.178360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:58.178417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:58.233307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:58.234141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:58.234224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:58.234256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:58.354902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:58.355051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:58.355090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:58.355120] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:58.358405] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=54.20%)
[2025-12-15T20:17:58.358701] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-15T20:17:58.358824] [INFO ] [sig       ] BPOP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:58.498049] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BPOP.txt
[2025-12-15T20:17:58.498208] [INFO ] [sig       ] [507/3591] Completed BPOP in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:58.498250] [INFO ] [sig       ] [508/3591] Forecasting BPRN...
[2025-12-15T20:17:58.498281] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-15T20:17:58.498311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-15T20:17:58.509720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-15T20:17:58.510057] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-15T20:17:58.510895] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-15T20:17:58.510958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:58.510993] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:58.511021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:58.511080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:58.570595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:58.571518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:58.571623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:58.571659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:58.677311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:58.677511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:58.677567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:58.677643] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:58.682231] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-15T20:17:58.682904] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-15T20:17:58.683097] [INFO ] [sig       ] BPRN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:58.836448] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BPRN.txt
[2025-12-15T20:17:58.836631] [INFO ] [sig       ] [508/3591] Completed BPRN in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:58.836682] [INFO ] [sig       ] [509/3591] Forecasting BPYPM...
[2025-12-15T20:17:58.836714] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-15T20:17:58.836744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-15T20:17:58.848884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-15T20:17:58.849308] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-15T20:17:58.850099] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-15T20:17:58.850152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:58.850185] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:58.850213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:58.850270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:58.907093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:58.907904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:58.907986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:58.908020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:59.012632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:59.012788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:59.012827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:59.012859] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:59.016286] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-12-15T20:17:59.016563] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-15T20:17:59.016707] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:17:59.157042] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BPYPM.txt
[2025-12-15T20:17:59.157263] [INFO ] [sig       ] [509/3591] Completed BPYPM in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:59.157318] [INFO ] [sig       ] [510/3591] Forecasting BPYPO...
[2025-12-15T20:17:59.157363] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-15T20:17:59.157414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-15T20:17:59.168148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-15T20:17:59.168536] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-15T20:17:59.169392] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-15T20:17:59.169449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:59.169480] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:59.169506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:59.169563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:59.224842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:59.225541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:59.225675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:59.225709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:59.323487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:59.323654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:59.323695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:59.323724] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:59.326997] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-12-15T20:17:59.327262] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-15T20:17:59.327383] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:59.468722] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BPYPO.txt
[2025-12-15T20:17:59.468864] [INFO ] [sig       ] [510/3591] Completed BPYPO in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:59.468931] [INFO ] [sig       ] [511/3591] Forecasting BPYPP...
[2025-12-15T20:17:59.468963] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-15T20:17:59.468994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-15T20:17:59.480675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-15T20:17:59.481074] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-15T20:17:59.481886] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-15T20:17:59.481938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:59.481969] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:59.481998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:59.482055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:59.538525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:59.539391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:59.539488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:59.539528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:59.644763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:59.644912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:59.644952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:59.644982] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:59.648360] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-15T20:17:59.648649] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-15T20:17:59.648776] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:17:59.787563] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BPYPP.txt
[2025-12-15T20:17:59.787714] [INFO ] [sig       ] [511/3591] Completed BPYPP in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:17:59.787753] [INFO ] [sig       ] [512/3591] Forecasting BRAG...
[2025-12-15T20:17:59.787783] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-15T20:17:59.787813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-15T20:17:59.798138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-15T20:17:59.798471] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-15T20:17:59.799300] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-15T20:17:59.799352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:17:59.799385] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:17:59.799426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:17:59.799489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:17:59.855990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:17:59.856612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:17:59.856689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:17:59.856722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:17:59.974505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:17:59.974676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:17:59.974716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:17:59.974745] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:17:59.978000] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-15T20:17:59.978262] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-15T20:17:59.978382] [INFO ] [sig       ] BRAG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:00.118555] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BRAG.txt
[2025-12-15T20:18:00.118715] [INFO ] [sig       ] [512/3591] Completed BRAG in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:18:00.118756] [INFO ] [sig       ] [513/3591] Forecasting BRC...
[2025-12-15T20:18:00.118785] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-15T20:18:00.118816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-15T20:18:00.129883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-15T20:18:00.130203] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-15T20:18:00.130980] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-15T20:18:00.131031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:00.131097] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:00.131127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:00.131184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:00.186956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:00.187777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:00.187856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:00.187888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:00.303081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:00.303197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:00.303235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:00.303263] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:00.306598] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-12-15T20:18:00.306876] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-15T20:18:00.306998] [INFO ] [sig       ] BRC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:00.448792] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BRC.txt
[2025-12-15T20:18:00.449075] [INFO ] [sig       ] [513/3591] Completed BRC in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:18:00.449140] [INFO ] [sig       ] [514/3591] Forecasting BRCC...
[2025-12-15T20:18:00.449173] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-15T20:18:00.449203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-15T20:18:00.461004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-15T20:18:00.461396] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-15T20:18:00.462207] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-15T20:18:00.462259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:00.462291] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:00.462317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:00.462374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:00.518605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:00.519520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:00.519640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:00.519675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:00.642945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:00.643098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:00.643137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:00.643166] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:00.646630] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-12-15T20:18:00.646896] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-15T20:18:00.647021] [INFO ] [sig       ] BRCC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:00.791745] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BRCC.txt
[2025-12-15T20:18:00.791881] [INFO ] [sig       ] [514/3591] Completed BRCC in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:18:00.791945] [INFO ] [sig       ] [515/3591] Forecasting BRO...
[2025-12-15T20:18:00.791982] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-15T20:18:00.792013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-15T20:18:00.803443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-15T20:18:00.803795] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-15T20:18:00.804629] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-15T20:18:00.804679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:00.804711] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:00.804738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:00.804803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:00.861270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:00.862357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:00.862465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:00.862501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:00.989102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:00.989265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:00.989305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:00.989334] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:00.992723] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-12-15T20:18:00.993044] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-15T20:18:00.993184] [INFO ] [sig       ] BRO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:01.135746] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BRO.txt
[2025-12-15T20:18:01.135975] [INFO ] [sig       ] [515/3591] Completed BRO in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:18:01.136034] [INFO ] [sig       ] [516/3591] Forecasting BROS...
[2025-12-15T20:18:01.136076] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-15T20:18:01.136117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-15T20:18:01.147716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-15T20:18:01.148142] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-15T20:18:01.149028] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-15T20:18:01.149081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:01.149113] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:01.149139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:01.149196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:01.210190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:01.211088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:01.211190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:01.211235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:01.343295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:01.343465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:01.343505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:01.343606] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:01.347268] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-15T20:18:01.347638] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-15T20:18:01.347798] [INFO ] [sig       ] BROS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:01.516544] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BROS.txt
[2025-12-15T20:18:01.516812] [INFO ] [sig       ] [516/3591] Completed BROS in 0.4s | 2.92 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-15T20:18:01.516879] [INFO ] [sig       ] [517/3591] Forecasting BRSP...
[2025-12-15T20:18:01.516932] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-15T20:18:01.516985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-15T20:18:01.530342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-15T20:18:01.530827] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-15T20:18:01.531739] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-15T20:18:01.531800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:01.531832] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:01.531858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:01.531917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:01.593546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:01.594503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:01.594614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:01.594651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:01.750653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:01.750854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:01.750920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:01.750971] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:01.756637] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=84.64%)
[2025-12-15T20:18:01.757231] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-15T20:18:01.757456] [INFO ] [sig       ] BRSP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:01.989170] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BRSP.txt
[2025-12-15T20:18:01.989384] [INFO ] [sig       ] [517/3591] Completed BRSP in 0.5s | 2.92 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-15T20:18:01.989433] [INFO ] [sig       ] [518/3591] Forecasting BRX...
[2025-12-15T20:18:01.989468] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-15T20:18:01.989504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-15T20:18:02.003434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-15T20:18:02.003902] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-15T20:18:02.004807] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-15T20:18:02.004863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:02.004900] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:02.004935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:02.005014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:02.081218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:02.082506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:02.082677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:02.082723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:02.253372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:02.253645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:02.253723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:02.253780] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:02.259563] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-15T20:18:02.260112] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-15T20:18:02.260330] [INFO ] [sig       ] BRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:02.442995] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BRX.txt
[2025-12-15T20:18:02.443244] [INFO ] [sig       ] [518/3591] Completed BRX in 0.5s | 2.92 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-15T20:18:02.443325] [INFO ] [sig       ] [519/3591] Forecasting BRY...
[2025-12-15T20:18:02.443384] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-15T20:18:02.443433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-15T20:18:02.455900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-15T20:18:02.456384] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-15T20:18:02.457311] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-15T20:18:02.457379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:02.457427] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:02.457464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:02.457546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:02.533327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:02.534498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:02.534641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:02.534684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:02.663954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:02.664133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:02.664179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:02.664210] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:02.667754] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-15T20:18:02.668072] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-15T20:18:02.668210] [INFO ] [sig       ] BRY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:02.824382] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BRY.txt
[2025-12-15T20:18:02.824612] [INFO ] [sig       ] [519/3591] Completed BRY in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-15T20:18:02.824673] [INFO ] [sig       ] [520/3591] Forecasting BRZE...
[2025-12-15T20:18:02.824715] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-15T20:18:02.824754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-15T20:18:02.837128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-15T20:18:02.837537] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-15T20:18:02.838349] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-15T20:18:02.838403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:02.838435] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:02.838463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:02.838520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:02.903377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:02.904511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:02.904641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:02.904677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:03.036004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:03.036162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:03.036202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:03.036232] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:03.039619] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2025-12-15T20:18:03.039892] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-15T20:18:03.040018] [INFO ] [sig       ] BRZE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:03.177740] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BRZE.txt
[2025-12-15T20:18:03.177870] [INFO ] [sig       ] [520/3591] Completed BRZE in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-15T20:18:03.177912] [INFO ] [sig       ] [521/3591] Forecasting BSAC...
[2025-12-15T20:18:03.177942] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-15T20:18:03.177971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-15T20:18:03.190140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-15T20:18:03.190634] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-15T20:18:03.191498] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-15T20:18:03.191553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:03.191614] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:03.191649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:03.191709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:03.264389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:03.265300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:03.265391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:03.265424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:03.385620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:03.385773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:03.385813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:03.385843] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:03.389156] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=43.02%)
[2025-12-15T20:18:03.389427] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-15T20:18:03.389550] [INFO ] [sig       ] BSAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:03.529725] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSAC.txt
[2025-12-15T20:18:03.529861] [INFO ] [sig       ] [521/3591] Completed BSAC in 0.4s | 2.91 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-15T20:18:03.529901] [INFO ] [sig       ] [522/3591] Forecasting BSCP...
[2025-12-15T20:18:03.529932] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-15T20:18:03.529962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-15T20:18:03.541199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-15T20:18:03.541554] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-15T20:18:03.542325] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-15T20:18:03.542377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:03.542408] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:03.542434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:03.542491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:03.599263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:03.599982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:03.600063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:03.600096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:03.701175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:03.701333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:03.701374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:03.701403] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:03.704871] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=61.35%)
[2025-12-15T20:18:03.705149] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-15T20:18:03.705276] [INFO ] [sig       ] BSCP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:03.845997] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSCP.txt
[2025-12-15T20:18:03.846182] [INFO ] [sig       ] [522/3591] Completed BSCP in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:03.846234] [INFO ] [sig       ] [523/3591] Forecasting BSCQ...
[2025-12-15T20:18:03.846265] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-15T20:18:03.846297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-15T20:18:03.857344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-15T20:18:03.857753] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-15T20:18:03.858514] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-15T20:18:03.858565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:03.858622] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:03.858650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:03.858724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:03.914458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:03.915291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:03.915406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:03.915439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:04.030962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:04.031127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:04.031167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:04.031195] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:04.034589] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-15T20:18:04.034873] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-15T20:18:04.034996] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:04.245723] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSCQ.txt
[2025-12-15T20:18:04.245885] [INFO ] [sig       ] [523/3591] Completed BSCQ in 0.4s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:04.245927] [INFO ] [sig       ] [524/3591] Forecasting BSCS...
[2025-12-15T20:18:04.245958] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-15T20:18:04.245990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-15T20:18:04.257531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-15T20:18:04.257917] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-15T20:18:04.258975] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-15T20:18:04.259027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:04.259059] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:04.259086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:04.259144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:04.315659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:04.316414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:04.316502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:04.316543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:04.441409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:04.441584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:04.441625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:04.441654] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:04.445008] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=57.32%)
[2025-12-15T20:18:04.445292] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-15T20:18:04.445421] [INFO ] [sig       ] BSCS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:04.585356] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSCS.txt
[2025-12-15T20:18:04.585507] [INFO ] [sig       ] [524/3591] Completed BSCS in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:04.585548] [INFO ] [sig       ] [525/3591] Forecasting BSCX...
[2025-12-15T20:18:04.585598] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-15T20:18:04.585630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-15T20:18:04.597227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-15T20:18:04.597642] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-15T20:18:04.598430] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-15T20:18:04.598499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:04.598533] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:04.598564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:04.598649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:04.655506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:04.656398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:04.656487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:04.656521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:04.777239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:04.777399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:04.777440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:04.777471] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:04.781055] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-12-15T20:18:04.781379] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-15T20:18:04.781527] [INFO ] [sig       ] BSCX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:04.926205] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSCX.txt
[2025-12-15T20:18:04.926361] [INFO ] [sig       ] [525/3591] Completed BSCX in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:04.926403] [INFO ] [sig       ] [526/3591] Forecasting BSCY...
[2025-12-15T20:18:04.926433] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-15T20:18:04.926465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-15T20:18:04.937735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-15T20:18:04.938083] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-15T20:18:04.938881] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-15T20:18:04.938959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:04.938994] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:04.939022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:04.939079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:04.995711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:04.996355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:04.996435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:04.996469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:05.124219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:05.124375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:05.124415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:05.124446] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:05.127787] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=43.47%)
[2025-12-15T20:18:05.128059] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-15T20:18:05.128183] [INFO ] [sig       ] BSCY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:05.269368] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSCY.txt
[2025-12-15T20:18:05.269561] [INFO ] [sig       ] [526/3591] Completed BSCY in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:05.269633] [INFO ] [sig       ] [527/3591] Forecasting BSJP...
[2025-12-15T20:18:05.269673] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-15T20:18:05.269709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-15T20:18:05.280668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-15T20:18:05.281089] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-15T20:18:05.281905] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-15T20:18:05.281958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:05.281990] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:05.282017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:05.282074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:05.337855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:05.338504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:05.338598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:05.338633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:05.450962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:05.451117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:05.451156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:05.451185] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:05.454561] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: DOWN (p=48.52%)
[2025-12-15T20:18:05.454855] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-15T20:18:05.454977] [INFO ] [sig       ] BSJP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:05.594227] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSJP.txt
[2025-12-15T20:18:05.594354] [INFO ] [sig       ] [527/3591] Completed BSJP in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:05.594393] [INFO ] [sig       ] [528/3591] Forecasting BSJQ...
[2025-12-15T20:18:05.594423] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-15T20:18:05.594456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-15T20:18:05.605102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-15T20:18:05.605443] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-15T20:18:05.606227] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-15T20:18:05.606280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:05.606312] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:05.606339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:05.606396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:05.661712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:05.662318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:05.662395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:05.662427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:05.782611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:05.782769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:05.782809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:05.782837] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:05.786103] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-15T20:18:05.786377] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-15T20:18:05.786502] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:05.924430] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSJQ.txt
[2025-12-15T20:18:05.924558] [INFO ] [sig       ] [528/3591] Completed BSJQ in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:05.924617] [INFO ] [sig       ] [529/3591] Forecasting BSJS...
[2025-12-15T20:18:05.924648] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-15T20:18:05.924677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-15T20:18:05.935298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-15T20:18:05.935685] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-15T20:18:05.936436] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-15T20:18:05.936487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:05.936520] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:05.936548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:05.936622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:05.992102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:05.992732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:05.992810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:05.992842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:06.109376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:06.109508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:06.109546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:06.109594] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:06.112792] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=32.13%)
[2025-12-15T20:18:06.113060] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-15T20:18:06.113184] [INFO ] [sig       ] BSJS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:06.251726] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSJS.txt
[2025-12-15T20:18:06.251863] [INFO ] [sig       ] [529/3591] Completed BSJS in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:06.251903] [INFO ] [sig       ] [530/3591] Forecasting BSL...
[2025-12-15T20:18:06.251932] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-15T20:18:06.251962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-15T20:18:06.262665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-15T20:18:06.263003] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-15T20:18:06.263781] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-15T20:18:06.263832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:06.263888] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:06.263916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:06.263973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:06.319417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:06.320245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:06.320332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:06.320365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:06.436558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:06.436734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:06.436772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:06.436801] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:06.440115] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-12-15T20:18:06.440422] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-15T20:18:06.440548] [INFO ] [sig       ] BSL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:06.583770] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSL.txt
[2025-12-15T20:18:06.583922] [INFO ] [sig       ] [530/3591] Completed BSL in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:06.583963] [INFO ] [sig       ] [531/3591] Forecasting BSLK...
[2025-12-15T20:18:06.583992] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-15T20:18:06.584023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-15T20:18:06.595602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-15T20:18:06.595969] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-15T20:18:06.596795] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-15T20:18:06.596848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:06.596880] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:06.596905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:06.596961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:06.654062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:06.654894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:06.654978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:06.655011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:06.769729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:06.769883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:06.769924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:06.769953] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:06.773375] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-15T20:18:06.773669] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-15T20:18:06.773795] [INFO ] [sig       ] BSLK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:06.913003] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSLK.txt
[2025-12-15T20:18:06.913150] [INFO ] [sig       ] [531/3591] Completed BSLK in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:06.913191] [INFO ] [sig       ] [532/3591] Forecasting BSM...
[2025-12-15T20:18:06.913220] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-15T20:18:06.913250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-15T20:18:06.924452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-15T20:18:06.924881] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-15T20:18:06.925675] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-15T20:18:06.925726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:06.925758] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:06.925784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:06.925840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:06.982036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:06.982848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:06.982930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:06.982963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:07.104731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:07.104898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:07.104937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:07.104964] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:07.108252] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-15T20:18:07.108517] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-15T20:18:07.108655] [INFO ] [sig       ] BSM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:07.248598] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSM.txt
[2025-12-15T20:18:07.248752] [INFO ] [sig       ] [532/3591] Completed BSM in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:07.248792] [INFO ] [sig       ] [533/3591] Forecasting BSMP...
[2025-12-15T20:18:07.248823] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-15T20:18:07.248855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-15T20:18:07.259741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-12-15T20:18:07.260117] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-15T20:18:07.260939] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-15T20:18:07.260991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:07.261022] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:07.261047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:07.261104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:07.317558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:07.318341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:07.318424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:07.318456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:07.437859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:07.438024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:07.438065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:07.438131] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:07.441674] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-15T20:18:07.441981] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-15T20:18:07.442116] [INFO ] [sig       ] BSMP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:07.582315] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSMP.txt
[2025-12-15T20:18:07.582464] [INFO ] [sig       ] [533/3591] Completed BSMP in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-15T20:18:07.582504] [INFO ] [sig       ] [534/3591] Forecasting BSMQ...
[2025-12-15T20:18:07.582536] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-15T20:18:07.582566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-15T20:18:07.593357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-15T20:18:07.593732] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-15T20:18:07.594482] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-15T20:18:07.594534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:07.594566] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:07.594616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:07.594685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:07.651244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:07.652045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:07.652127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:07.652161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:07.776312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:07.776467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:07.776505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:07.776535] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:07.779999] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2025-12-15T20:18:07.780361] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-15T20:18:07.780525] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:07.922240] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSMQ.txt
[2025-12-15T20:18:07.922376] [INFO ] [sig       ] [534/3591] Completed BSMQ in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-15T20:18:07.922416] [INFO ] [sig       ] [535/3591] Forecasting BSMS...
[2025-12-15T20:18:07.922445] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-15T20:18:07.922476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-15T20:18:07.933465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-15T20:18:07.933877] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-15T20:18:07.934681] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-15T20:18:07.934732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:07.934764] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:07.934793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:07.934851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:07.992990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:07.993670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:07.993752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:07.993784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:08.108748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:08.108898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:08.108960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:08.108991] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:08.112621] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-15T20:18:08.112960] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-15T20:18:08.113096] [INFO ] [sig       ] BSMS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:08.268394] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSMS.txt
[2025-12-15T20:18:08.268631] [INFO ] [sig       ] [535/3591] Completed BSMS in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-15T20:18:08.268700] [INFO ] [sig       ] [536/3591] Forecasting BSSX...
[2025-12-15T20:18:08.268745] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-15T20:18:08.268790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-15T20:18:08.281061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-15T20:18:08.281484] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-15T20:18:08.282419] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-15T20:18:08.282477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:08.282528] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:08.282557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:08.282646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:08.343650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:08.344699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:08.344846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:08.344882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:08.450474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:08.450688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:08.450740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:08.450772] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:08.454403] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=53.61%)
[2025-12-15T20:18:08.454732] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-15T20:18:08.454868] [INFO ] [sig       ] BSSX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:08.594859] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSSX.txt
[2025-12-15T20:18:08.595003] [INFO ] [sig       ] [536/3591] Completed BSSX in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-15T20:18:08.595044] [INFO ] [sig       ] [537/3591] Forecasting BSTZ...
[2025-12-15T20:18:08.595074] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-15T20:18:08.595104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-15T20:18:08.606133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-15T20:18:08.606503] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-15T20:18:08.607290] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-15T20:18:08.607343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:08.607374] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:08.607401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:08.607458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:08.663813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:08.664730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:08.664812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:08.664845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:08.783523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:08.783715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:08.783762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:08.783792] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:08.787101] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=35.95%)
[2025-12-15T20:18:08.787374] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-15T20:18:08.787495] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:08.924239] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSTZ.txt
[2025-12-15T20:18:08.924374] [INFO ] [sig       ] [537/3591] Completed BSTZ in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-15T20:18:08.924414] [INFO ] [sig       ] [538/3591] Forecasting BSVN...
[2025-12-15T20:18:08.924444] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-15T20:18:08.924474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-15T20:18:08.935277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-15T20:18:08.935640] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-15T20:18:08.936388] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-15T20:18:08.936440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:08.936472] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:08.936499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:08.936555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:08.991505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:08.992184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:08.992264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:08.992297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:09.117427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:09.117658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:09.117721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:09.117762] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:09.122292] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-15T20:18:09.122632] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-15T20:18:09.122780] [INFO ] [sig       ] BSVN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:09.261268] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BSVN.txt
[2025-12-15T20:18:09.261401] [INFO ] [sig       ] [538/3591] Completed BSVN in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:09.261441] [INFO ] [sig       ] [539/3591] Forecasting BSVO...
[2025-12-15T20:18:09.261472] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-15T20:18:09.261525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-15T20:18:09.272354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-15T20:18:09.272739] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-15T20:18:09.273520] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-15T20:18:09.273603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:09.273640] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:09.273669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:09.273726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:09.330651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:09.331299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:09.331378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:09.331413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:09.452416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:09.452568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:09.452634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:09.452664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:09.456104] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-12-15T20:18:09.456374] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-15T20:18:09.456501] [INFO ] [sig       ] BSVO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:09.599597] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSVO.txt
[2025-12-15T20:18:09.599736] [INFO ] [sig       ] [539/3591] Completed BSVO in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:09.599785] [INFO ] [sig       ] [540/3591] Forecasting BSX...
[2025-12-15T20:18:09.599818] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-15T20:18:09.599848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-15T20:18:09.610409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-15T20:18:09.610760] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-15T20:18:09.611520] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-15T20:18:09.611587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:09.611622] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:09.611654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:09.611716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:09.667272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:09.667952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:09.668058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:09.668092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:09.786274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:09.786432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:09.786472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:09.786503] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:09.790048] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2025-12-15T20:18:09.790329] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-15T20:18:09.790458] [INFO ] [sig       ] BSX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:09.934257] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSX.txt
[2025-12-15T20:18:09.934385] [INFO ] [sig       ] [540/3591] Completed BSX in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:09.934425] [INFO ] [sig       ] [541/3591] Forecasting BSY...
[2025-12-15T20:18:09.934456] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-15T20:18:09.934485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-15T20:18:09.945279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-15T20:18:09.945623] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-15T20:18:09.946406] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-15T20:18:09.946458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:09.946489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:09.946515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:09.946588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:10.005330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:10.006358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:10.006447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:10.006481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:10.127130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:10.127287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:10.127326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:10.127356] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:10.130780] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-15T20:18:10.131052] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-15T20:18:10.131218] [INFO ] [sig       ] BSY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:10.269532] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BSY.txt
[2025-12-15T20:18:10.269706] [INFO ] [sig       ] [541/3591] Completed BSY in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:10.269748] [INFO ] [sig       ] [542/3591] Forecasting BTA...
[2025-12-15T20:18:10.269778] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-15T20:18:10.269808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-15T20:18:10.281035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-15T20:18:10.281441] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-15T20:18:10.282245] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-15T20:18:10.282298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:10.282329] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:10.282356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:10.282412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:10.338770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:10.339479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:10.339561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:10.339613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:10.448255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:10.448410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:10.448450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:10.448478] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:10.451852] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=7.86%)
[2025-12-15T20:18:10.452134] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-15T20:18:10.452260] [INFO ] [sig       ] BTA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:10.591262] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BTA.txt
[2025-12-15T20:18:10.591411] [INFO ] [sig       ] [542/3591] Completed BTA in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:10.591452] [INFO ] [sig       ] [543/3591] Forecasting BTAI...
[2025-12-15T20:18:10.591482] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-15T20:18:10.591512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-15T20:18:10.602412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-15T20:18:10.602823] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-15T20:18:10.603641] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-15T20:18:10.603706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:10.603745] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:10.603778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:10.603839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:10.661023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:10.661870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:10.661953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:10.661985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:10.783100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:10.783263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:10.783303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:10.783350] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:10.786702] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=46.63%)
[2025-12-15T20:18:10.786999] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-15T20:18:10.787128] [INFO ] [sig       ] BTAI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:10.925448] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BTAI.txt
[2025-12-15T20:18:10.925636] [INFO ] [sig       ] [543/3591] Completed BTAI in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:10.925680] [INFO ] [sig       ] [544/3591] Forecasting BTCS...
[2025-12-15T20:18:10.925710] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-15T20:18:10.925739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-15T20:18:10.936747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-15T20:18:10.937085] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-15T20:18:10.937845] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-15T20:18:10.937896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:10.937929] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:10.937956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:10.938013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:10.992824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:10.993673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:10.993758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:10.993790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:11.107410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:11.107545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:11.107601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:11.107631] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:11.110849] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-12-15T20:18:11.111117] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-15T20:18:11.111240] [INFO ] [sig       ] BTCS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:11.248834] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BTCS.txt
[2025-12-15T20:18:11.248964] [INFO ] [sig       ] [544/3591] Completed BTCS in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:11.249008] [INFO ] [sig       ] [545/3591] Forecasting BTE...
[2025-12-15T20:18:11.249038] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-15T20:18:11.249069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-15T20:18:11.260030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-15T20:18:11.260362] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-15T20:18:11.261140] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-15T20:18:11.261193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:11.261224] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:11.261251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:11.261308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:11.316165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:11.316757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:11.316847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:11.316880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:11.430840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:11.430979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:11.431017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:11.431046] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:11.434298] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-15T20:18:11.434562] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-15T20:18:11.434703] [INFO ] [sig       ] BTE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:11.571805] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BTE.txt
[2025-12-15T20:18:11.571922] [INFO ] [sig       ] [545/3591] Completed BTE in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:11.571961] [INFO ] [sig       ] [546/3591] Forecasting BTF...
[2025-12-15T20:18:11.571990] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-15T20:18:11.572021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-15T20:18:11.582828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-15T20:18:11.583121] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-15T20:18:11.583873] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-15T20:18:11.583924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:11.583956] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:11.583983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:11.584040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:11.640158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:11.640774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:11.640862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:11.640895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:11.761984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:11.762123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:11.762162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:11.762192] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:11.765409] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-12-15T20:18:11.765696] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-15T20:18:11.765816] [INFO ] [sig       ] BTF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:11.902435] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BTF.txt
[2025-12-15T20:18:11.902545] [INFO ] [sig       ] [546/3591] Completed BTF in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:11.902603] [INFO ] [sig       ] [547/3591] Forecasting BTI...
[2025-12-15T20:18:11.902633] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-15T20:18:11.902663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-15T20:18:11.913742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-15T20:18:11.914039] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-15T20:18:11.914790] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-15T20:18:11.914841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:11.914898] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:11.914938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:11.914997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:11.969705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:11.970299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:11.970376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:11.970411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:12.089689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:12.089858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:12.089900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:12.089928] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:12.093390] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2025-12-15T20:18:12.093719] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-15T20:18:12.093858] [INFO ] [sig       ] BTI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:12.230951] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BTI.txt
[2025-12-15T20:18:12.231097] [INFO ] [sig       ] [547/3591] Completed BTI in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:12.231138] [INFO ] [sig       ] [548/3591] Forecasting BTM...
[2025-12-15T20:18:12.231168] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-15T20:18:12.231200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-15T20:18:12.242925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-15T20:18:12.243313] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-15T20:18:12.244159] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-15T20:18:12.244211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:12.244242] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:12.244268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:12.244325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:12.299434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:12.300095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:12.300178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:12.300210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:12.416474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:12.416659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:12.416701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:12.416729] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:12.420197] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-15T20:18:12.420483] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-15T20:18:12.420628] [INFO ] [sig       ] BTM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:12.562981] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BTM.txt
[2025-12-15T20:18:12.563138] [INFO ] [sig       ] [548/3591] Completed BTM in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:12.563180] [INFO ] [sig       ] [549/3591] Forecasting BTMD...
[2025-12-15T20:18:12.563209] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-15T20:18:12.563238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-15T20:18:12.574829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-15T20:18:12.575202] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-15T20:18:12.576019] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-15T20:18:12.576072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:12.576106] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:12.576134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:12.576194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:12.635900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:12.636775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:12.636969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:12.637007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:12.756666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:12.756855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:12.756904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:12.756940] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:12.760472] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-15T20:18:12.760769] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-15T20:18:12.760893] [INFO ] [sig       ] BTMD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:12.899036] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BTMD.txt
[2025-12-15T20:18:12.899172] [INFO ] [sig       ] [549/3591] Completed BTMD in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:12.899213] [INFO ] [sig       ] [550/3591] Forecasting BTSG...
[2025-12-15T20:18:12.899242] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-15T20:18:12.899271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-15T20:18:12.910911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-15T20:18:12.911233] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-15T20:18:12.912052] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-15T20:18:12.912103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:12.912134] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:12.912160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:12.912216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:12.968466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:12.969156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:12.969243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:12.969277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:13.085902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:13.086093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:13.086131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:13.086192] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:13.089564] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=41.51%)
[2025-12-15T20:18:13.089867] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-15T20:18:13.089993] [INFO ] [sig       ] BTSG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:13.227257] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BTSG.txt
[2025-12-15T20:18:13.227434] [INFO ] [sig       ] [550/3591] Completed BTSG in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:13.227485] [INFO ] [sig       ] [551/3591] Forecasting BTZ...
[2025-12-15T20:18:13.227523] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-15T20:18:13.227606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-15T20:18:13.238861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-15T20:18:13.239250] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-15T20:18:13.240045] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-15T20:18:13.240098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:13.240131] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:13.240159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:13.240216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:13.295248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:13.295890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:13.295973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:13.296005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:13.409314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:13.409474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:13.409514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:13.409543] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:13.412891] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-15T20:18:13.413164] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-15T20:18:13.413292] [INFO ] [sig       ] BTZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:13.552804] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BTZ.txt
[2025-12-15T20:18:13.552935] [INFO ] [sig       ] [551/3591] Completed BTZ in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-15T20:18:13.552976] [INFO ] [sig       ] [552/3591] Forecasting BUD...
[2025-12-15T20:18:13.553006] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-15T20:18:13.553035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-15T20:18:13.564804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-15T20:18:13.565255] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-15T20:18:13.566107] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-15T20:18:13.566160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:13.566192] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:13.566219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:13.566276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:13.638210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:13.639446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:13.639569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:13.639646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:13.766936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:13.767092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:13.767142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:13.767179] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:13.770825] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=83.61%)
[2025-12-15T20:18:13.771102] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-15T20:18:13.771238] [INFO ] [sig       ] BUD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:13.908984] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BUD.txt
[2025-12-15T20:18:13.909114] [INFO ] [sig       ] [552/3591] Completed BUD in 0.4s | 2.92 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-15T20:18:13.909155] [INFO ] [sig       ] [553/3591] Forecasting BUFC...
[2025-12-15T20:18:13.909184] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-15T20:18:13.909214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-15T20:18:13.918550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-15T20:18:13.918830] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-15T20:18:13.919612] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-15T20:18:13.919663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:13.919694] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:13.919728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:13.919788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:13.975599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:13.976269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:13.976349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:13.976381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:14.070054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:14.070193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:14.070231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:14.070259] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:14.073508] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=14.70%)
[2025-12-15T20:18:14.073787] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-15T20:18:14.073910] [INFO ] [sig       ] BUFC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:14.237967] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BUFC.txt
[2025-12-15T20:18:14.238185] [INFO ] [sig       ] [553/3591] Completed BUFC in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:14.238229] [INFO ] [sig       ] [554/3591] Forecasting BUG...
[2025-12-15T20:18:14.238261] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-15T20:18:14.238292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-15T20:18:14.249216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-15T20:18:14.249623] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-15T20:18:14.250414] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-15T20:18:14.250467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:14.250510] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:14.250565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:14.250656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:14.307832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:14.308470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:14.308551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:14.308603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:14.426408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:14.426561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:14.426623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:14.426654] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:14.430100] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=41.52%)
[2025-12-15T20:18:14.430371] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-15T20:18:14.430495] [INFO ] [sig       ] BUG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:14.569102] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BUG.txt
[2025-12-15T20:18:14.569232] [INFO ] [sig       ] [554/3591] Completed BUG in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:14.569272] [INFO ] [sig       ] [555/3591] Forecasting BUI...
[2025-12-15T20:18:14.569302] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-15T20:18:14.569331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-15T20:18:14.579826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-15T20:18:14.580165] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-15T20:18:14.580941] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-15T20:18:14.580992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:14.581024] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:14.581051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:14.581106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:14.635822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:14.636487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:14.636566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:14.636617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:14.750170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:14.750302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:14.750340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:14.750368] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:14.753598] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-12-15T20:18:14.753861] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-15T20:18:14.753982] [INFO ] [sig       ] BUI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:14.890168] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BUI.txt
[2025-12-15T20:18:14.890283] [INFO ] [sig       ] [555/3591] Completed BUI in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:14.890322] [INFO ] [sig       ] [556/3591] Forecasting BURL...
[2025-12-15T20:18:14.890351] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-15T20:18:14.890380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-15T20:18:14.901215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-15T20:18:14.901531] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-15T20:18:14.902293] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-15T20:18:14.902343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:14.902374] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:14.902410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:14.902485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:14.958008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:14.958602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:14.958679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:14.958712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:15.084684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:15.084860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:15.084906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:15.084940] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:15.088228] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2025-12-15T20:18:15.088492] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-15T20:18:15.088631] [INFO ] [sig       ] BURL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:15.226421] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BURL.txt
[2025-12-15T20:18:15.226590] [INFO ] [sig       ] [556/3591] Completed BURL in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:15.226634] [INFO ] [sig       ] [557/3591] Forecasting BUSE...
[2025-12-15T20:18:15.226664] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-15T20:18:15.226694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-15T20:18:15.237730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-15T20:18:15.238101] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-15T20:18:15.238883] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-15T20:18:15.238957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:15.238989] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:15.239017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:15.239075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:15.297198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:15.298040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:15.298155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:15.298191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:15.418280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:15.418413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:15.418454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:15.418484] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:15.421845] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2025-12-15T20:18:15.422128] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-15T20:18:15.422248] [INFO ] [sig       ] BUSE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:15.563480] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BUSE.txt
[2025-12-15T20:18:15.563634] [INFO ] [sig       ] [557/3591] Completed BUSE in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:15.563676] [INFO ] [sig       ] [558/3591] Forecasting BUXX...
[2025-12-15T20:18:15.563707] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-15T20:18:15.563737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-15T20:18:15.574666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-15T20:18:15.574996] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-15T20:18:15.575760] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-15T20:18:15.575812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:15.575843] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:15.575870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:15.575926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:15.631352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:15.631983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:15.632060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:15.632092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:15.747142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:15.747302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:15.747341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:15.747369] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:15.750724] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=65.48%)
[2025-12-15T20:18:15.751021] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-15T20:18:15.751327] [INFO ] [sig       ] BUXX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:15.889427] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BUXX.txt
[2025-12-15T20:18:15.889550] [INFO ] [sig       ] [558/3591] Completed BUXX in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:15.889607] [INFO ] [sig       ] [559/3591] Forecasting BVFL...
[2025-12-15T20:18:15.889639] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-15T20:18:15.889669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-15T20:18:15.900188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-15T20:18:15.900539] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-15T20:18:15.901323] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-15T20:18:15.901375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:15.901408] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:15.901435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:15.901493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:15.957082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:15.957765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:15.957849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:15.957882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:16.069779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:16.069906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:16.069942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:16.069969] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:16.073122] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-15T20:18:16.073386] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-15T20:18:16.073504] [INFO ] [sig       ] BVFL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:16.211639] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BVFL.txt
[2025-12-15T20:18:16.211748] [INFO ] [sig       ] [559/3591] Completed BVFL in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:16.211786] [INFO ] [sig       ] [560/3591] Forecasting BVN...
[2025-12-15T20:18:16.211816] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-15T20:18:16.211846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-15T20:18:16.222804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-15T20:18:16.223119] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-15T20:18:16.223891] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-15T20:18:16.223954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:16.223988] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:16.224015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:16.224071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:16.278772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:16.279611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:16.279691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:16.279724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:16.396653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:16.396754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:16.396791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:16.396822] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:16.400011] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-12-15T20:18:16.400270] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-15T20:18:16.400391] [INFO ] [sig       ] BVN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:16.537123] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BVN.txt
[2025-12-15T20:18:16.537252] [INFO ] [sig       ] [560/3591] Completed BVN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:16.537293] [INFO ] [sig       ] [561/3591] Forecasting BVS...
[2025-12-15T20:18:16.537322] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-15T20:18:16.537351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-15T20:18:16.547934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-15T20:18:16.548258] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-15T20:18:16.549138] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-15T20:18:16.549192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:16.549226] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:16.549254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:16.549313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:16.605634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:16.606216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:16.606292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:16.606324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:16.726236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:16.726360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:16.726396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:16.726425] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:16.729672] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-12-15T20:18:16.729940] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-15T20:18:16.730061] [INFO ] [sig       ] BVS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:16.868705] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BVS.txt
[2025-12-15T20:18:16.868810] [INFO ] [sig       ] [561/3591] Completed BVS in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:16.868850] [INFO ] [sig       ] [562/3591] Forecasting BWA...
[2025-12-15T20:18:16.868882] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-15T20:18:16.868925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-15T20:18:16.879774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-15T20:18:16.880131] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-15T20:18:16.880988] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-15T20:18:16.881040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:16.881072] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:16.881100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:16.881158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:16.937348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:16.937970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:16.938048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:16.938079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:17.058354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:17.058461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:17.058499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:17.058526] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:17.061882] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-15T20:18:17.062142] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-15T20:18:17.062263] [INFO ] [sig       ] BWA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:17.201600] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BWA.txt
[2025-12-15T20:18:17.201719] [INFO ] [sig       ] [562/3591] Completed BWA in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:17.201759] [INFO ] [sig       ] [563/3591] Forecasting BWAY...
[2025-12-15T20:18:17.201788] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-15T20:18:17.201818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-15T20:18:17.213168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-15T20:18:17.213502] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-15T20:18:17.214296] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-15T20:18:17.214348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:17.214382] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:17.214410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:17.214469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:17.271480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:17.272196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:17.272275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:17.272309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:17.398171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:17.398321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:17.398362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:17.398391] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:17.401787] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-15T20:18:17.402061] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-15T20:18:17.402185] [INFO ] [sig       ] BWAY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:17.545933] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BWAY.txt
[2025-12-15T20:18:17.546081] [INFO ] [sig       ] [563/3591] Completed BWAY in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:17.546130] [INFO ] [sig       ] [564/3591] Forecasting BWB...
[2025-12-15T20:18:17.546162] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-15T20:18:17.546193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-15T20:18:17.558376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-15T20:18:17.558830] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-15T20:18:17.560069] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-15T20:18:17.560319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:17.560396] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:17.560433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:17.560513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:17.617246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:17.618126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:17.618208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:17.618242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:17.743811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:17.743970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:17.744008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:17.744038] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:17.747280] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: UP (p=84.39%)
[2025-12-15T20:18:17.747547] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-15T20:18:17.747700] [INFO ] [sig       ] BWB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:17.885036] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BWB.txt
[2025-12-15T20:18:17.885169] [INFO ] [sig       ] [564/3591] Completed BWB in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:17.885208] [INFO ] [sig       ] [565/3591] Forecasting BWEN...
[2025-12-15T20:18:17.885237] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-15T20:18:17.885266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-15T20:18:17.896378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-15T20:18:17.896749] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-15T20:18:17.897496] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-15T20:18:17.897547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:17.897601] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:17.897630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:17.897687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:17.952287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:17.953000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:17.953081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:17.953113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:18.071086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:18.071247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:18.071288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:18.071316] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:18.074562] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-15T20:18:18.074856] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-15T20:18:18.074995] [INFO ] [sig       ] BWEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:18.212838] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BWEN.txt
[2025-12-15T20:18:18.213010] [INFO ] [sig       ] [565/3591] Completed BWEN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:18.213054] [INFO ] [sig       ] [566/3591] Forecasting BWFG...
[2025-12-15T20:18:18.213087] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-15T20:18:18.213122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-15T20:18:18.227463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-15T20:18:18.227958] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-15T20:18:18.229045] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-15T20:18:18.229110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:18.229156] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:18.229193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:18.229275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:18.295345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:18.296246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:18.296336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:18.296372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:18.411599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:18.411765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:18.411807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:18.411838] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:18.415263] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-15T20:18:18.415565] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-15T20:18:18.415748] [INFO ] [sig       ] BWFG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:18.556917] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BWFG.txt
[2025-12-15T20:18:18.557065] [INFO ] [sig       ] [566/3591] Completed BWFG in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:18.557108] [INFO ] [sig       ] [567/3591] Forecasting BWG...
[2025-12-15T20:18:18.557136] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-15T20:18:18.557165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-15T20:18:18.568424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-15T20:18:18.568850] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-15T20:18:18.569664] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-15T20:18:18.569715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:18.569747] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:18.569774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:18.569842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:18.625220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:18.626092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:18.626176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:18.626209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:18.756372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:18.756534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:18.756591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:18.756673] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:18.760192] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-15T20:18:18.760497] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-15T20:18:18.760652] [INFO ] [sig       ] BWG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:18.903968] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BWG.txt
[2025-12-15T20:18:18.904129] [INFO ] [sig       ] [567/3591] Completed BWG in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-15T20:18:18.904172] [INFO ] [sig       ] [568/3591] Forecasting BWIN...
[2025-12-15T20:18:18.904201] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-15T20:18:18.904231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-15T20:18:18.915034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-15T20:18:18.915422] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-15T20:18:18.916228] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-15T20:18:18.916289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:18.916329] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:18.916363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:18.916439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:18.977750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:18.978835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:18.978955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:18.978992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:19.101492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:19.101670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:19.101713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:19.101746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:19.105228] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-15T20:18:19.105534] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-15T20:18:19.105691] [INFO ] [sig       ] BWIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:19.247590] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BWIN.txt
[2025-12-15T20:18:19.247749] [INFO ] [sig       ] [568/3591] Completed BWIN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-15T20:18:19.247791] [INFO ] [sig       ] [569/3591] Forecasting BWMN...
[2025-12-15T20:18:19.247820] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-15T20:18:19.247850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-15T20:18:19.259388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-15T20:18:19.259803] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-15T20:18:19.260569] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-15T20:18:19.260644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:19.260676] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:19.260704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:19.260761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:19.315399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:19.316249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:19.316353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:19.316386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:19.436851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:19.437004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:19.437044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:19.437074] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:19.440400] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-15T20:18:19.440698] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-15T20:18:19.440822] [INFO ] [sig       ] BWMN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:19.577900] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BWMN.txt
[2025-12-15T20:18:19.578039] [INFO ] [sig       ] [569/3591] Completed BWMN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-15T20:18:19.578080] [INFO ] [sig       ] [570/3591] Forecasting BXC...
[2025-12-15T20:18:19.578109] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-15T20:18:19.578139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-15T20:18:19.588766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-15T20:18:19.589133] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-15T20:18:19.589920] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-15T20:18:19.589982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:19.590021] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:19.590051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:19.590107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:19.647694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:19.648542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:19.648649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:19.648685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:19.776459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:19.776646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:19.776697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:19.776727] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:19.780208] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-15T20:18:19.780493] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-15T20:18:19.780638] [INFO ] [sig       ] BXC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:19.925615] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BXC.txt
[2025-12-15T20:18:19.925746] [INFO ] [sig       ] [570/3591] Completed BXC in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:19.925787] [INFO ] [sig       ] [571/3591] Forecasting BXMX...
[2025-12-15T20:18:19.925817] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-15T20:18:19.925847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-15T20:18:19.937157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-15T20:18:19.937499] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-15T20:18:19.938259] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-15T20:18:19.938311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:19.938342] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:19.938407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:19.938467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:19.994217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:19.995112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:19.995200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:19.995232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:20.196702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:20.196878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:20.196942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:20.196988] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:20.200728] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=58.29%)
[2025-12-15T20:18:20.201081] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-15T20:18:20.201242] [INFO ] [sig       ] BXMX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:20.353741] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BXMX.txt
[2025-12-15T20:18:20.353888] [INFO ] [sig       ] [571/3591] Completed BXMX in 0.4s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:20.353931] [INFO ] [sig       ] [572/3591] Forecasting BXP...
[2025-12-15T20:18:20.353963] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-15T20:18:20.353994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-15T20:18:20.365471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-15T20:18:20.365870] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-15T20:18:20.366716] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-15T20:18:20.366776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:20.366810] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:20.366840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:20.366924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:20.433386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:20.434352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:20.434454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:20.434493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:20.569479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:20.569677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:20.569736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:20.569776] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:20.573256] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-15T20:18:20.573546] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-15T20:18:20.573695] [INFO ] [sig       ] BXP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:20.731655] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BXP.txt
[2025-12-15T20:18:20.731806] [INFO ] [sig       ] [572/3591] Completed BXP in 0.4s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:20.731847] [INFO ] [sig       ] [573/3591] Forecasting BXSL...
[2025-12-15T20:18:20.731877] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-15T20:18:20.731907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-15T20:18:20.744441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-15T20:18:20.744884] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-15T20:18:20.745922] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-15T20:18:20.745973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:20.746005] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:20.746032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:20.746279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:20.804170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:20.805137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:20.805230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:20.805265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:20.924234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:20.924392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:20.924432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:20.924461] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:20.927840] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-15T20:18:20.928122] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-15T20:18:20.928253] [INFO ] [sig       ] BXSL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:21.067950] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BXSL.txt
[2025-12-15T20:18:21.068089] [INFO ] [sig       ] [573/3591] Completed BXSL in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:21.068130] [INFO ] [sig       ] [574/3591] Forecasting BYD...
[2025-12-15T20:18:21.068159] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-15T20:18:21.068188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-15T20:18:21.079922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-15T20:18:21.080293] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-15T20:18:21.081057] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-15T20:18:21.081109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:21.081141] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:21.081168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:21.081225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:21.136192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:21.137008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:21.137126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:21.137171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:21.260503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:21.260681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:21.260722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:21.260752] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:21.264101] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-15T20:18:21.264376] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-15T20:18:21.264504] [INFO ] [sig       ] BYD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:21.428393] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BYD.txt
[2025-12-15T20:18:21.428562] [INFO ] [sig       ] [574/3591] Completed BYD in 0.4s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:21.428627] [INFO ] [sig       ] [575/3591] Forecasting BYM...
[2025-12-15T20:18:21.428659] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-15T20:18:21.428698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-15T20:18:21.441965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-15T20:18:21.442467] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-15T20:18:21.443237] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-15T20:18:21.443289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:21.443321] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:21.443347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:21.443403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:21.500214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:21.500952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:21.501034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:21.501068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:21.636385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:21.636544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:21.636604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:21.636635] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:21.640049] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-12-15T20:18:21.640340] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-15T20:18:21.640471] [INFO ] [sig       ] BYM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:21.784060] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BYM.txt
[2025-12-15T20:18:21.784417] [INFO ] [sig       ] [575/3591] Completed BYM in 0.4s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:21.784457] [INFO ] [sig       ] [576/3591] Forecasting BYRN...
[2025-12-15T20:18:21.784487] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-15T20:18:21.784515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-15T20:18:21.796405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-15T20:18:21.796836] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-15T20:18:21.797657] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-15T20:18:21.797710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:21.797741] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:21.797768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:21.797825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:21.855567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:21.856532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:21.856653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:21.856695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:21.986812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:21.986971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:21.987010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:21.987040] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:21.990592] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-12-15T20:18:21.990891] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-15T20:18:21.991048] [INFO ] [sig       ] BYRN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:22.129641] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BYRN.txt
[2025-12-15T20:18:22.129791] [INFO ] [sig       ] [576/3591] Completed BYRN in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:22.129831] [INFO ] [sig       ] [577/3591] Forecasting BYSI...
[2025-12-15T20:18:22.129861] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-15T20:18:22.129890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-15T20:18:22.140724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-15T20:18:22.141092] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-15T20:18:22.141857] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-15T20:18:22.141907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:22.141940] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:22.141966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:22.142023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:22.197504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:22.198228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:22.198310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:22.198342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:22.303484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:22.303657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:22.303697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:22.303726] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:22.307014] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-12-15T20:18:22.307297] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-15T20:18:22.307426] [INFO ] [sig       ] BYSI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:22.443903] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BYSI.txt
[2025-12-15T20:18:22.444071] [INFO ] [sig       ] [577/3591] Completed BYSI in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:22.444112] [INFO ] [sig       ] [578/3591] Forecasting BZ...
[2025-12-15T20:18:22.444143] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-15T20:18:22.444172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-15T20:18:22.455133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-15T20:18:22.455485] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-15T20:18:22.456266] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-15T20:18:22.456318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:22.456349] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:22.456376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:22.456432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:22.515496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:22.516355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:22.516438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:22.516471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:22.642114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:22.642268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:22.642308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:22.642338] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:22.645711] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-15T20:18:22.645981] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-15T20:18:22.646106] [INFO ] [sig       ] BZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:22.786434] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BZ.txt
[2025-12-15T20:18:22.786551] [INFO ] [sig       ] [578/3591] Completed BZ in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:22.786607] [INFO ] [sig       ] [579/3591] Forecasting BZH...
[2025-12-15T20:18:22.786637] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-15T20:18:22.786678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-15T20:18:22.797556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-15T20:18:22.797874] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-15T20:18:22.798669] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-15T20:18:22.798721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:22.798754] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:22.798781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:22.798838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:22.855309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:22.855914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:22.855994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:22.856026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:22.974261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:22.974422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:22.974462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:22.974491] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:22.977908] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-15T20:18:22.978185] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-15T20:18:22.978313] [INFO ] [sig       ] BZH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:23.119945] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/BZH.txt
[2025-12-15T20:18:23.120112] [INFO ] [sig       ] [579/3591] Completed BZH in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:23.120153] [INFO ] [sig       ] [580/3591] Forecasting BZUN...
[2025-12-15T20:18:23.120184] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-15T20:18:23.120214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-15T20:18:23.131695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-15T20:18:23.132091] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-15T20:18:23.132910] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-15T20:18:23.132962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:23.132996] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:23.133023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:23.133079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:23.188928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:23.189595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:23.189677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:23.189708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:23.306880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:23.307061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:23.307106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:23.307134] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:23.310456] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-15T20:18:23.310737] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-15T20:18:23.310860] [INFO ] [sig       ] BZUN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:23.448467] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/BZUN.txt
[2025-12-15T20:18:23.448627] [INFO ] [sig       ] [580/3591] Completed BZUN in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:23.448670] [INFO ] [sig       ] [581/3591] Forecasting C...
[2025-12-15T20:18:23.448700] [INFO ] [sig       ] Generating forecast for: C
[2025-12-15T20:18:23.448730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-15T20:18:23.460302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-15T20:18:23.460672] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-15T20:18:23.461482] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-15T20:18:23.461534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:23.461618] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:23.461660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:23.461742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:23.517434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:23.518132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:23.518212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:23.518244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:23.640465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:23.640612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:23.640653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:23.640681] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:23.643981] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-12-15T20:18:23.644270] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-15T20:18:23.644393] [INFO ] [sig       ] C: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:23.782063] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/C.txt
[2025-12-15T20:18:23.782206] [INFO ] [sig       ] [581/3591] Completed C in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:23.782247] [INFO ] [sig       ] [582/3591] Forecasting CAAP...
[2025-12-15T20:18:23.782275] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-15T20:18:23.782304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-15T20:18:23.793660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-15T20:18:23.794062] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-15T20:18:23.794946] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-15T20:18:23.795017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:23.795069] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:23.795105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:23.795183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:23.853446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:23.854174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:23.854257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:23.854290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:23.972831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:23.972941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:23.972986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:23.973021] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:23.976249] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-15T20:18:23.976515] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-15T20:18:23.976656] [INFO ] [sig       ] CAAP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:24.122336] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CAAP.txt
[2025-12-15T20:18:24.122459] [INFO ] [sig       ] [582/3591] Completed CAAP in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:24.122499] [INFO ] [sig       ] [583/3591] Forecasting CAAS...
[2025-12-15T20:18:24.122528] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-15T20:18:24.122557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-15T20:18:24.133150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-15T20:18:24.133506] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-15T20:18:24.134265] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-15T20:18:24.134316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:24.134348] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:24.134374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:24.134431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:24.190448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:24.191328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:24.191409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:24.191441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:24.300354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:24.300507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:24.300546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:24.300594] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:24.303983] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-15T20:18:24.304253] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-15T20:18:24.304377] [INFO ] [sig       ] CAAS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:24.446141] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CAAS.txt
[2025-12-15T20:18:24.446271] [INFO ] [sig       ] [583/3591] Completed CAAS in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:24.446312] [INFO ] [sig       ] [584/3591] Forecasting CABA...
[2025-12-15T20:18:24.446341] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-15T20:18:24.446373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-15T20:18:24.457353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-15T20:18:24.457680] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-15T20:18:24.458415] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-15T20:18:24.458467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:24.458512] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:24.458540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:24.458621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:24.513764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:24.514336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:24.514413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:24.514444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:24.629772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:24.629914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:24.629954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:24.630013] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:24.633320] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-12-15T20:18:24.633601] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-15T20:18:24.633723] [INFO ] [sig       ] CABA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:24.771748] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CABA.txt
[2025-12-15T20:18:24.771874] [INFO ] [sig       ] [584/3591] Completed CABA in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:24.771914] [INFO ] [sig       ] [585/3591] Forecasting CABO...
[2025-12-15T20:18:24.771945] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-15T20:18:24.771976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-15T20:18:24.784505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-15T20:18:24.784925] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-15T20:18:24.785736] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-15T20:18:24.785788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:24.785819] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:24.785846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:24.785902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:24.843844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:24.844670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:24.844752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:24.844784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:24.963087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:24.963252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:24.963293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:24.963322] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:24.966886] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=45.07%)
[2025-12-15T20:18:24.967196] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-15T20:18:24.967347] [INFO ] [sig       ] CABO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:25.108975] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CABO.txt
[2025-12-15T20:18:25.109143] [INFO ] [sig       ] [585/3591] Completed CABO in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-15T20:18:25.109186] [INFO ] [sig       ] [586/3591] Forecasting CAC...
[2025-12-15T20:18:25.109217] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-15T20:18:25.109251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-15T20:18:25.120641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-15T20:18:25.121023] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-15T20:18:25.121849] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-15T20:18:25.121902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:25.121934] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:25.121962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:25.122020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:25.182910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:25.184040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:25.184333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:25.184380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:25.308556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:25.308736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:25.308777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:25.308808] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:25.312251] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-15T20:18:25.312543] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-15T20:18:25.312693] [INFO ] [sig       ] CAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:25.449907] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CAC.txt
[2025-12-15T20:18:25.450055] [INFO ] [sig       ] [586/3591] Completed CAC in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-15T20:18:25.450097] [INFO ] [sig       ] [587/3591] Forecasting CACC...
[2025-12-15T20:18:25.450129] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-15T20:18:25.450161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-15T20:18:25.461662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-15T20:18:25.462022] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-15T20:18:25.462888] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-15T20:18:25.462942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:25.462974] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:25.463000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:25.463059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:25.518428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:25.519072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:25.519151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:25.519181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:25.634622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:25.634776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:25.634814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:25.634842] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:25.638145] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-15T20:18:25.638410] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-15T20:18:25.638532] [INFO ] [sig       ] CACC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:25.776395] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CACC.txt
[2025-12-15T20:18:25.776539] [INFO ] [sig       ] [587/3591] Completed CACC in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-15T20:18:25.776605] [INFO ] [sig       ] [588/3591] Forecasting CACI...
[2025-12-15T20:18:25.776659] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-15T20:18:25.776702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-15T20:18:25.787931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-15T20:18:25.788287] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-15T20:18:25.789133] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-15T20:18:25.789186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:25.789218] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:25.789246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:25.789303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:25.846067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:25.846685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:25.846764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:25.846797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:25.961953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:25.962101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:25.962140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:25.962168] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:25.965424] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-15T20:18:25.965713] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-15T20:18:25.965833] [INFO ] [sig       ] CACI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:26.102073] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CACI.txt
[2025-12-15T20:18:26.102184] [INFO ] [sig       ] [588/3591] Completed CACI in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:26.102224] [INFO ] [sig       ] [589/3591] Forecasting CADE...
[2025-12-15T20:18:26.102254] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-15T20:18:26.102283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-15T20:18:26.113134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-15T20:18:26.113441] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-15T20:18:26.114202] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-15T20:18:26.114252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:26.114283] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:26.114310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:26.114367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:26.172612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:26.173310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:26.173392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:26.173425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:26.296183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:26.296311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:26.296351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:26.296379] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:26.299711] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-12-15T20:18:26.299979] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-15T20:18:26.300117] [INFO ] [sig       ] CADE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:26.437645] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CADE.txt
[2025-12-15T20:18:26.437757] [INFO ] [sig       ] [589/3591] Completed CADE in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:26.437795] [INFO ] [sig       ] [590/3591] Forecasting CADL...
[2025-12-15T20:18:26.437825] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-15T20:18:26.437854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-15T20:18:26.448546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-15T20:18:26.448874] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-15T20:18:26.449676] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-15T20:18:26.449727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:26.449758] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:26.449784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:26.449840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:26.504943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:26.505524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:26.505619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:26.505652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:26.625895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:26.626033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:26.626072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:26.626101] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:26.629366] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-12-15T20:18:26.629647] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-15T20:18:26.629771] [INFO ] [sig       ] CADL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:26.767069] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CADL.txt
[2025-12-15T20:18:26.767214] [INFO ] [sig       ] [590/3591] Completed CADL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:26.767256] [INFO ] [sig       ] [591/3591] Forecasting CAE...
[2025-12-15T20:18:26.767287] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-15T20:18:26.767320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-15T20:18:26.777856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-15T20:18:26.778220] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-15T20:18:26.779058] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-15T20:18:26.779115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:26.779149] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:26.779177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:26.779236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:26.835121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:26.835749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:26.835853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:26.835889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:26.957387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:26.957509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:26.957562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:26.957610] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:26.960885] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-15T20:18:26.961157] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-15T20:18:26.961281] [INFO ] [sig       ] CAE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:27.118019] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CAE.txt
[2025-12-15T20:18:27.118159] [INFO ] [sig       ] [591/3591] Completed CAE in 0.4s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:27.118199] [INFO ] [sig       ] [592/3591] Forecasting CAF...
[2025-12-15T20:18:27.118229] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-15T20:18:27.118259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-15T20:18:27.129265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-15T20:18:27.129657] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-15T20:18:27.130434] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-15T20:18:27.130487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:27.130522] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:27.130551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:27.130646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:27.187298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:27.188063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:27.188146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:27.188180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:27.302700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:27.302830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:27.302898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:27.302937] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:27.306272] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=74.42%)
[2025-12-15T20:18:27.306540] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-15T20:18:27.306711] [INFO ] [sig       ] CAF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:27.442046] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CAF.txt
[2025-12-15T20:18:27.442166] [INFO ] [sig       ] [592/3591] Completed CAF in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:27.442205] [INFO ] [sig       ] [593/3591] Forecasting CAG...
[2025-12-15T20:18:27.442235] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-15T20:18:27.442265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-15T20:18:27.453278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-15T20:18:27.453637] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-15T20:18:27.454398] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-15T20:18:27.454452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:27.454484] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:27.454511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:27.454569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:27.510030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:27.510638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:27.510727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:27.510760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:27.628015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:27.628161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:27.628201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:27.628229] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:27.631691] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-12-15T20:18:27.631969] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-15T20:18:27.632115] [INFO ] [sig       ] CAG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:27.771827] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CAG.txt
[2025-12-15T20:18:27.771942] [INFO ] [sig       ] [593/3591] Completed CAG in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:27.771980] [INFO ] [sig       ] [594/3591] Forecasting CAH...
[2025-12-15T20:18:27.772010] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-15T20:18:27.772040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-15T20:18:27.783034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-15T20:18:27.783382] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-15T20:18:27.784168] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-15T20:18:27.784220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:27.784252] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:27.784278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:27.784335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:27.842157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:27.842881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:27.842969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:27.843004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:27.965649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:27.965803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:27.965849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:27.965890] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:27.969371] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-15T20:18:27.969691] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-15T20:18:27.969832] [INFO ] [sig       ] CAH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:28.114039] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CAH.txt
[2025-12-15T20:18:28.114224] [INFO ] [sig       ] [594/3591] Completed CAH in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:28.114267] [INFO ] [sig       ] [595/3591] Forecasting CAKE...
[2025-12-15T20:18:28.114297] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-15T20:18:28.114326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-15T20:18:28.125538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-15T20:18:28.125913] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-15T20:18:28.126883] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-15T20:18:28.126937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:28.126968] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:28.127009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:28.127075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:28.183537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:28.184517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:28.184623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:28.184660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:28.303370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:28.303532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:28.303598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:28.303632] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:28.307021] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=20.29%)
[2025-12-15T20:18:28.307312] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-15T20:18:28.307442] [INFO ] [sig       ] CAKE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:28.459160] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CAKE.txt
[2025-12-15T20:18:28.459527] [INFO ] [sig       ] [595/3591] Completed CAKE in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:28.459618] [INFO ] [sig       ] [596/3591] Forecasting CAL...
[2025-12-15T20:18:28.459654] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-15T20:18:28.459687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-15T20:18:28.471784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-15T20:18:28.472183] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-15T20:18:28.473014] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-15T20:18:28.473066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:28.473102] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:28.473129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:28.473185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:28.535939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:28.536787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:28.536876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:28.536909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:28.663026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:28.663191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:28.663232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:28.663261] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:28.666856] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=47.01%)
[2025-12-15T20:18:28.667189] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-15T20:18:28.667341] [INFO ] [sig       ] CAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:28.805603] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CAL.txt
[2025-12-15T20:18:28.805744] [INFO ] [sig       ] [596/3591] Completed CAL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:28.805784] [INFO ] [sig       ] [597/3591] Forecasting CALC...
[2025-12-15T20:18:28.805814] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-15T20:18:28.805844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-15T20:18:28.816293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-15T20:18:28.816649] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-15T20:18:28.817564] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-15T20:18:28.817637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:28.817669] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:28.817695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:28.817750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:28.872960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:28.873567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:28.873664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:28.873695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:28.987040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:28.987192] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:18:28.987236] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:28.987266] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:28.990667] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-15T20:18:28.990938] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-15T20:18:28.991067] [INFO ] [sig       ] CALC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:29.133308] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CALC.txt
[2025-12-15T20:18:29.133490] [INFO ] [sig       ] [597/3591] Completed CALC in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:29.133534] [INFO ] [sig       ] [598/3591] Forecasting CALM...
[2025-12-15T20:18:29.133563] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-15T20:18:29.133635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-15T20:18:29.145976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-15T20:18:29.146395] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-15T20:18:29.147220] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-15T20:18:29.147272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:29.147342] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:29.147371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:29.147428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:29.204146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:29.205026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:29.205113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:29.205146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:29.328347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:29.328497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:29.328536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:29.328564] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:29.331937] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-15T20:18:29.332206] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-15T20:18:29.332332] [INFO ] [sig       ] CALM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:29.466643] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CALM.txt
[2025-12-15T20:18:29.466766] [INFO ] [sig       ] [598/3591] Completed CALM in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:29.466806] [INFO ] [sig       ] [599/3591] Forecasting CALX...
[2025-12-15T20:18:29.466836] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-15T20:18:29.466872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-15T20:18:29.477602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-15T20:18:29.477951] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-15T20:18:29.478737] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-15T20:18:29.478789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:29.478819] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:29.478846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:29.478902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:29.533679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:29.534320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:29.534400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:29.534433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:29.656880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:29.657042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:29.657083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:29.657113] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:29.660495] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=39.55%)
[2025-12-15T20:18:29.660788] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-15T20:18:29.660915] [INFO ] [sig       ] CALX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:29.796877] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CALX.txt
[2025-12-15T20:18:29.796989] [INFO ] [sig       ] [599/3591] Completed CALX in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:29.797027] [INFO ] [sig       ] [600/3591] Forecasting CAPL...
[2025-12-15T20:18:29.797057] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-15T20:18:29.797086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-15T20:18:29.807681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-15T20:18:29.807975] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-15T20:18:29.808748] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-15T20:18:29.808800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:29.808831] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:29.808857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:29.808941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:29.867721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:29.868404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:29.868484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:29.868515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:29.987165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:29.987316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:29.987354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:29.987382] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:29.991078] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-12-15T20:18:29.991351] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-15T20:18:29.991660] [INFO ] [sig       ] CAPL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:30.129428] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CAPL.txt
[2025-12-15T20:18:30.129566] [INFO ] [sig       ] [600/3591] Completed CAPL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:30.129624] [INFO ] [sig       ] [601/3591] Forecasting CARE...
[2025-12-15T20:18:30.129654] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-15T20:18:30.129685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-15T20:18:30.140654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-15T20:18:30.140964] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-15T20:18:30.141733] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-15T20:18:30.141784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:30.141815] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:30.141842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:30.141898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:30.200787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:30.201777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:30.201865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:30.201898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:30.317598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:30.317764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:30.317805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:30.317871] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:30.321323] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-15T20:18:30.321628] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-15T20:18:30.321756] [INFO ] [sig       ] CARE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:30.459511] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CARE.txt
[2025-12-15T20:18:30.459666] [INFO ] [sig       ] [601/3591] Completed CARE in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-15T20:18:30.459716] [INFO ] [sig       ] [602/3591] Forecasting CARG...
[2025-12-15T20:18:30.459746] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-15T20:18:30.459776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-15T20:18:30.470257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-15T20:18:30.470615] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-15T20:18:30.471405] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-15T20:18:30.471457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:30.471489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:30.471515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:30.471595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:30.528488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:30.529473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:30.529564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:30.529630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:30.653545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:30.653726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:30.653765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:30.653808] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:30.657087] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-15T20:18:30.657387] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-15T20:18:30.657511] [INFO ] [sig       ] CARG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:30.796628] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CARG.txt
[2025-12-15T20:18:30.796776] [INFO ] [sig       ] [602/3591] Completed CARG in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-15T20:18:30.796823] [INFO ] [sig       ] [603/3591] Forecasting CARS...
[2025-12-15T20:18:30.796856] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-15T20:18:30.796900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-15T20:18:30.809527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-15T20:18:30.809958] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-15T20:18:30.810763] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-15T20:18:30.810815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:30.810847] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:30.810873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:30.810930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:30.865498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:30.866147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:30.866227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:30.866259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:30.987063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:30.987234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:30.987274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:30.987304] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:30.990793] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-15T20:18:30.991075] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-15T20:18:30.991201] [INFO ] [sig       ] CARS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:31.127550] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CARS.txt
[2025-12-15T20:18:31.127732] [INFO ] [sig       ] [603/3591] Completed CARS in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-15T20:18:31.127773] [INFO ] [sig       ] [604/3591] Forecasting CASH...
[2025-12-15T20:18:31.127801] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-15T20:18:31.127831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-15T20:18:31.139549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-15T20:18:31.140042] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-15T20:18:31.140866] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-15T20:18:31.140922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:31.140964] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:31.140992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:31.141048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:31.198019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:31.198930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:31.199018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:31.199051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:31.314994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:31.315154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:31.315199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:31.315228] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:31.318714] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=54.63%)
[2025-12-15T20:18:31.319019] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-15T20:18:31.319145] [INFO ] [sig       ] CASH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:31.460956] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CASH.txt
[2025-12-15T20:18:31.461112] [INFO ] [sig       ] [604/3591] Completed CASH in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-15T20:18:31.461154] [INFO ] [sig       ] [605/3591] Forecasting CASS...
[2025-12-15T20:18:31.461183] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-15T20:18:31.461213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-15T20:18:31.471930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-15T20:18:31.472255] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-15T20:18:31.473063] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-15T20:18:31.473116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:31.473147] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:31.473176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:31.473234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:31.531377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:31.532018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:31.532098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:31.532131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:31.652907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:31.653062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:31.653102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:31.653134] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:31.656729] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-15T20:18:31.657004] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-15T20:18:31.657131] [INFO ] [sig       ] CASS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:31.797970] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CASS.txt
[2025-12-15T20:18:31.798110] [INFO ] [sig       ] [605/3591] Completed CASS in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:31.798151] [INFO ] [sig       ] [606/3591] Forecasting CASY...
[2025-12-15T20:18:31.798180] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-15T20:18:31.798210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-15T20:18:31.809200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-15T20:18:31.809526] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-15T20:18:31.810325] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-15T20:18:31.810376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:31.810407] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:31.810434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:31.810506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:31.869241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:31.870154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:31.870255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:31.870295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:31.986885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:31.987041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:31.987080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:31.987110] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:31.990460] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=24.66%)
[2025-12-15T20:18:31.990741] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-15T20:18:31.990863] [INFO ] [sig       ] CASY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:32.127812] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CASY.txt
[2025-12-15T20:18:32.127926] [INFO ] [sig       ] [606/3591] Completed CASY in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:32.127965] [INFO ] [sig       ] [607/3591] Forecasting CATH...
[2025-12-15T20:18:32.127995] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-15T20:18:32.128024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-15T20:18:32.138633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-15T20:18:32.139081] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-15T20:18:32.139866] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-15T20:18:32.139917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:32.139948] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:32.139975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:32.140031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:32.194561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:32.195418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:32.195500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:32.195534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:32.312928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:32.313087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:32.313126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:32.313155] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:32.316434] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-15T20:18:32.316732] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-15T20:18:32.316859] [INFO ] [sig       ] CATH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:32.454736] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CATH.txt
[2025-12-15T20:18:32.454868] [INFO ] [sig       ] [607/3591] Completed CATH in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:32.454908] [INFO ] [sig       ] [608/3591] Forecasting CATO...
[2025-12-15T20:18:32.454937] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-15T20:18:32.454966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-15T20:18:32.465875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-15T20:18:32.466249] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-15T20:18:32.467025] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-15T20:18:32.467092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:32.467125] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:32.467153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:32.467223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:32.523035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:32.523682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:32.523783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:32.523817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:32.645544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:32.645720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:32.645768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:32.645798] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:32.649240] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=47.40%)
[2025-12-15T20:18:32.649517] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-15T20:18:32.649662] [INFO ] [sig       ] CATO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:32.787270] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CATO.txt
[2025-12-15T20:18:32.787400] [INFO ] [sig       ] [608/3591] Completed CATO in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:32.787439] [INFO ] [sig       ] [609/3591] Forecasting CATY...
[2025-12-15T20:18:32.787468] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-15T20:18:32.787498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-15T20:18:32.798226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-15T20:18:32.798524] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-15T20:18:32.799321] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-15T20:18:32.799373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:32.799405] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:32.799431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:32.799487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:32.856053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:32.856664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:32.856740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:32.856772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:32.979407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:32.979562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:32.979630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:32.979660] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:32.983038] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2025-12-15T20:18:32.983313] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-15T20:18:32.983442] [INFO ] [sig       ] CATY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:33.125996] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CATY.txt
[2025-12-15T20:18:33.126152] [INFO ] [sig       ] [609/3591] Completed CATY in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:33.126193] [INFO ] [sig       ] [610/3591] Forecasting CAVA...
[2025-12-15T20:18:33.126224] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-15T20:18:33.126254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-15T20:18:33.136644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-15T20:18:33.137020] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-15T20:18:33.137837] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-15T20:18:33.137890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:33.137923] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:33.137951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:33.138010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:33.194812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:33.195655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:33.195738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:33.195770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:33.314713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:33.314872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:33.314911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:33.314940] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:33.318227] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-12-15T20:18:33.318503] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-15T20:18:33.318648] [INFO ] [sig       ] CAVA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:33.461231] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CAVA.txt
[2025-12-15T20:18:33.461411] [INFO ] [sig       ] [610/3591] Completed CAVA in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:33.461652] [INFO ] [sig       ] [611/3591] Forecasting CB...
[2025-12-15T20:18:33.461687] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-15T20:18:33.461718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-15T20:18:33.472962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-15T20:18:33.473261] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-15T20:18:33.474031] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-15T20:18:33.474082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:33.474113] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:33.474140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:33.474198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:33.532648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:33.533243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:33.533320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:33.533352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:33.655854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:33.656014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:33.656055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:33.656084] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:33.660028] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-12-15T20:18:33.660364] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-15T20:18:33.660513] [INFO ] [sig       ] CB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:33.805053] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CB.txt
[2025-12-15T20:18:33.805220] [INFO ] [sig       ] [611/3591] Completed CB in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:33.805261] [INFO ] [sig       ] [612/3591] Forecasting CBAN...
[2025-12-15T20:18:33.805292] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-15T20:18:33.805322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-15T20:18:33.816393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-15T20:18:33.816727] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-15T20:18:33.817495] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-15T20:18:33.817547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:33.817594] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:33.817623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:33.817680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:33.873958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:33.874621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:33.874701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:33.874733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:33.991650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:33.991806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:33.991845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:33.991874] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:33.995238] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=40.62%)
[2025-12-15T20:18:33.995509] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-15T20:18:33.995652] [INFO ] [sig       ] CBAN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:34.137445] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CBAN.txt
[2025-12-15T20:18:34.137611] [INFO ] [sig       ] [612/3591] Completed CBAN in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:34.137654] [INFO ] [sig       ] [613/3591] Forecasting CBL...
[2025-12-15T20:18:34.137684] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-15T20:18:34.137714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-15T20:18:34.148337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-15T20:18:34.148673] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-15T20:18:34.149450] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-15T20:18:34.149500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:34.149532] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:34.149558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:34.149648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:34.205471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:34.206094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:34.206172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:34.206206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:34.328412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:34.328563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:34.328620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:34.328650] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:34.332053] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=80.08%)
[2025-12-15T20:18:34.332339] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-15T20:18:34.332465] [INFO ] [sig       ] CBL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:34.473013] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CBL.txt
[2025-12-15T20:18:34.473134] [INFO ] [sig       ] [613/3591] Completed CBL in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:34.473174] [INFO ] [sig       ] [614/3591] Forecasting CBNK...
[2025-12-15T20:18:34.473203] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-15T20:18:34.473234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-15T20:18:34.484026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-15T20:18:34.484349] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-15T20:18:34.485113] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-15T20:18:34.485164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:34.485199] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:34.485231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:34.485299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:34.543009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:34.543777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:34.543860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:34.543893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:34.663619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:34.663766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:34.663804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:34.663833] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:34.667109] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-15T20:18:34.667373] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-15T20:18:34.667493] [INFO ] [sig       ] CBNK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:34.807333] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CBNK.txt
[2025-12-15T20:18:34.807453] [INFO ] [sig       ] [614/3591] Completed CBNK in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:34.807492] [INFO ] [sig       ] [615/3591] Forecasting CBRE...
[2025-12-15T20:18:34.807521] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-15T20:18:34.807551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-15T20:18:34.822672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-15T20:18:34.823315] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-15T20:18:34.824350] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-15T20:18:34.824406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:34.824467] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:34.824496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:34.824556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:34.881921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:34.882741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:34.882847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:34.882881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:34.998628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:34.998793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:34.998832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:34.998861] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:35.002209] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-15T20:18:35.002479] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-15T20:18:35.002616] [INFO ] [sig       ] CBRE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:35.139623] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CBRE.txt
[2025-12-15T20:18:35.139744] [INFO ] [sig       ] [615/3591] Completed CBRE in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:35.139792] [INFO ] [sig       ] [616/3591] Forecasting CBRL...
[2025-12-15T20:18:35.139822] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-15T20:18:35.139852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-15T20:18:35.150733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-15T20:18:35.151058] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-15T20:18:35.151837] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-15T20:18:35.151888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:35.151919] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:35.151946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:35.152002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:35.207395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:35.207999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:35.208075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:35.208108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:35.333334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:35.333468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:35.333509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:35.333539] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:35.336886] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-15T20:18:35.337162] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-15T20:18:35.337287] [INFO ] [sig       ] CBRL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:35.478074] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CBRL.txt
[2025-12-15T20:18:35.478202] [INFO ] [sig       ] [616/3591] Completed CBRL in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:35.478241] [INFO ] [sig       ] [617/3591] Forecasting CBSH...
[2025-12-15T20:18:35.478271] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-15T20:18:35.478301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-15T20:18:35.489833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-15T20:18:35.490145] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-15T20:18:35.490904] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-15T20:18:35.490955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:35.490988] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:35.491014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:35.491071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:35.548196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:35.548895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:35.551955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:35.551999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:35.669882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:35.670029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:35.670070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:35.670100] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:35.673527] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-15T20:18:35.673825] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-15T20:18:35.673965] [INFO ] [sig       ] CBSH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:35.816223] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CBSH.txt
[2025-12-15T20:18:35.816379] [INFO ] [sig       ] [617/3591] Completed CBSH in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-15T20:18:35.816421] [INFO ] [sig       ] [618/3591] Forecasting CBUS...
[2025-12-15T20:18:35.816451] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-15T20:18:35.816483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-15T20:18:35.827858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-15T20:18:35.828226] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-15T20:18:35.829042] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-15T20:18:35.829096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:35.829129] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:35.829157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:35.829215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:35.887063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:35.887982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:35.888072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:35.888108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:36.014084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:36.014236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:36.014277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:36.014336] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:36.017896] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-12-15T20:18:36.018167] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-15T20:18:36.018296] [INFO ] [sig       ] CBUS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:36.158583] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CBUS.txt
[2025-12-15T20:18:36.158713] [INFO ] [sig       ] [618/3591] Completed CBUS in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-15T20:18:36.158753] [INFO ] [sig       ] [619/3591] Forecasting CBZ...
[2025-12-15T20:18:36.158782] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-15T20:18:36.158813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-15T20:18:36.170640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-15T20:18:36.171083] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-15T20:18:36.171985] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-15T20:18:36.172047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:36.172099] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:36.172126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:36.172185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:36.231469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:36.232424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:36.232515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:36.232549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:36.353173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:36.353322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:36.353362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:36.353390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:36.357049] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-12-15T20:18:36.357315] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-15T20:18:36.357438] [INFO ] [sig       ] CBZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:36.497668] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CBZ.txt
[2025-12-15T20:18:36.497784] [INFO ] [sig       ] [619/3591] Completed CBZ in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-15T20:18:36.497823] [INFO ] [sig       ] [620/3591] Forecasting CC...
[2025-12-15T20:18:36.497852] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-15T20:18:36.497882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-15T20:18:36.509843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-15T20:18:36.510244] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-15T20:18:36.511046] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-15T20:18:36.511098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:36.511128] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:36.511154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:36.511211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:36.567505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:36.568328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:36.568422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:36.568455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:36.692316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:36.692483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:36.692524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:36.692554] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:36.696015] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-15T20:18:36.696304] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-15T20:18:36.696439] [INFO ] [sig       ] CC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:36.847236] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CC.txt
[2025-12-15T20:18:36.847399] [INFO ] [sig       ] [620/3591] Completed CC in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-15T20:18:36.847447] [INFO ] [sig       ] [621/3591] Forecasting CCAP...
[2025-12-15T20:18:36.847479] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-15T20:18:36.847510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-15T20:18:36.859460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-15T20:18:36.859901] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-15T20:18:36.860702] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-15T20:18:36.860753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:36.860784] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:36.860810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:36.860865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:36.915834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:36.916715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:36.916800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:36.916832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:37.034138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:37.034290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:37.034328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:37.034355] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:37.037666] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-15T20:18:37.037933] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-15T20:18:37.038055] [INFO ] [sig       ] CCAP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:37.175289] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCAP.txt
[2025-12-15T20:18:37.175448] [INFO ] [sig       ] [621/3591] Completed CCAP in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-15T20:18:37.175488] [INFO ] [sig       ] [622/3591] Forecasting CCB...
[2025-12-15T20:18:37.175518] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-15T20:18:37.175547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-15T20:18:37.186273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-15T20:18:37.186614] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-15T20:18:37.187382] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-15T20:18:37.187445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:37.187483] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:37.187509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:37.187565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:37.244723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:37.245624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:37.245713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:37.245746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:37.381840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:37.382006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:37.382049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:37.382078] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:37.385674] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-15T20:18:37.385984] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-15T20:18:37.386128] [INFO ] [sig       ] CCB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:37.538079] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCB.txt
[2025-12-15T20:18:37.538233] [INFO ] [sig       ] [622/3591] Completed CCB in 0.4s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-15T20:18:37.538275] [INFO ] [sig       ] [623/3591] Forecasting CCBG...
[2025-12-15T20:18:37.538319] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-15T20:18:37.538353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-15T20:18:37.550405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-15T20:18:37.550816] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-15T20:18:37.551596] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-15T20:18:37.551649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:37.551680] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:37.551706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:37.551762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:37.608596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:37.609492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:37.609594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:37.609629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:37.725713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:37.725827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:37.725864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:37.725892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:37.729057] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-15T20:18:37.729333] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-15T20:18:37.729479] [INFO ] [sig       ] CCBG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:37.865697] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CCBG.txt
[2025-12-15T20:18:37.865807] [INFO ] [sig       ] [623/3591] Completed CCBG in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:37.865846] [INFO ] [sig       ] [624/3591] Forecasting CCCC...
[2025-12-15T20:18:37.865874] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-15T20:18:37.865903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-15T20:18:37.876666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-15T20:18:37.876983] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-15T20:18:37.877756] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-15T20:18:37.877808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:37.877839] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:37.877865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:37.877922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:37.933204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:37.933806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:37.933882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:37.933913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:38.053006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:38.053122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:38.053166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:38.053198] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:38.056429] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-15T20:18:38.056716] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-15T20:18:38.056844] [INFO ] [sig       ] CCCC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:38.198148] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCCC.txt
[2025-12-15T20:18:38.198303] [INFO ] [sig       ] [624/3591] Completed CCCC in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:38.198351] [INFO ] [sig       ] [625/3591] Forecasting CCD...
[2025-12-15T20:18:38.198380] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-15T20:18:38.198417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-15T20:18:38.210163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-15T20:18:38.210536] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-15T20:18:38.211385] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-15T20:18:38.211438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:38.211470] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:38.211498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:38.211555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:38.269859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:38.270615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:38.270742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:38.270779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:38.387770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:38.387930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:38.387977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:38.388010] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:38.392029] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-15T20:18:38.392444] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-15T20:18:38.392625] [INFO ] [sig       ] CCD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:38.533489] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCD.txt
[2025-12-15T20:18:38.533677] [INFO ] [sig       ] [625/3591] Completed CCD in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:38.533722] [INFO ] [sig       ] [626/3591] Forecasting CCEP...
[2025-12-15T20:18:38.533753] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-15T20:18:38.533787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-15T20:18:38.544786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-15T20:18:38.545141] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-15T20:18:38.545944] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-15T20:18:38.545997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:38.546029] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:38.546057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:38.546113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:38.603041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:38.603730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:38.603809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:38.603843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:38.731610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:38.731772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:38.731817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:38.731862] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:38.735345] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-12-15T20:18:38.735641] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-15T20:18:38.735771] [INFO ] [sig       ] CCEP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:38.876172] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CCEP.txt
[2025-12-15T20:18:38.876299] [INFO ] [sig       ] [626/3591] Completed CCEP in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:38.876340] [INFO ] [sig       ] [627/3591] Forecasting CCI...
[2025-12-15T20:18:38.876369] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-15T20:18:38.876399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-15T20:18:38.890893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-15T20:18:38.891598] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-15T20:18:38.892587] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-15T20:18:38.892643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:38.892677] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:38.892706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:38.892768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:38.951941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:38.953112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:38.953238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:38.953274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:39.093858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:39.094030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:39.094071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:39.094101] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:39.097715] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=47.77%)
[2025-12-15T20:18:39.098058] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-15T20:18:39.098208] [INFO ] [sig       ] CCI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:39.239513] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCI.txt
[2025-12-15T20:18:39.239682] [INFO ] [sig       ] [627/3591] Completed CCI in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:39.239746] [INFO ] [sig       ] [628/3591] Forecasting CCIF...
[2025-12-15T20:18:39.239791] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-15T20:18:39.239825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-15T20:18:39.251424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-15T20:18:39.251826] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-15T20:18:39.252612] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-15T20:18:39.252664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:39.252695] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:39.252723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:39.252780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:39.307760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:39.308383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:39.308466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:39.308516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:39.429147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:39.429305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:39.429349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:39.429381] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:39.432876] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=38.09%)
[2025-12-15T20:18:39.433156] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-15T20:18:39.433282] [INFO ] [sig       ] CCIF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:39.577120] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCIF.txt
[2025-12-15T20:18:39.577386] [INFO ] [sig       ] [628/3591] Completed CCIF in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:39.577471] [INFO ] [sig       ] [629/3591] Forecasting CCJ...
[2025-12-15T20:18:39.577537] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-15T20:18:39.577613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-15T20:18:39.595104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-15T20:18:39.595605] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-15T20:18:39.596692] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-15T20:18:39.596758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:39.596803] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:39.596842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:39.596925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:39.660926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:39.661801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:39.661881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:39.661913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:39.791464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:39.791672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:39.791724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:39.791763] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:39.796249] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=40.29%)
[2025-12-15T20:18:39.796693] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-15T20:18:39.796877] [INFO ] [sig       ] CCJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:39.936890] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCJ.txt
[2025-12-15T20:18:39.937021] [INFO ] [sig       ] [629/3591] Completed CCJ in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:39.937061] [INFO ] [sig       ] [630/3591] Forecasting CCK...
[2025-12-15T20:18:39.937091] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-15T20:18:39.937121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-15T20:18:39.947758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-15T20:18:39.948061] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-15T20:18:39.948850] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-15T20:18:39.948901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:39.948949] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:39.949000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:39.949058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:40.004418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:40.005038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:40.005116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:40.005148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:40.124656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:40.124814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:40.124853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:40.124882] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:40.128152] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2025-12-15T20:18:40.128420] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-15T20:18:40.128546] [INFO ] [sig       ] CCK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:40.265585] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CCK.txt
[2025-12-15T20:18:40.265719] [INFO ] [sig       ] [630/3591] Completed CCK in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:40.265759] [INFO ] [sig       ] [631/3591] Forecasting CCL...
[2025-12-15T20:18:40.265789] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-15T20:18:40.265820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-15T20:18:40.278536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-15T20:18:40.279045] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-15T20:18:40.280051] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-15T20:18:40.280120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:40.280173] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:40.280219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:40.280306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:40.338144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:40.339027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:40.339111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:40.339143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:40.461003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:40.461167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:40.461208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:40.461236] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:40.464521] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=72.78%)
[2025-12-15T20:18:40.464805] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-15T20:18:40.464925] [INFO ] [sig       ] CCL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:40.605700] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CCL.txt
[2025-12-15T20:18:40.605881] [INFO ] [sig       ] [631/3591] Completed CCL in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:40.605929] [INFO ] [sig       ] [632/3591] Forecasting CCLD...
[2025-12-15T20:18:40.605964] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-15T20:18:40.605996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-15T20:18:40.619280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-15T20:18:40.619909] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-15T20:18:40.620761] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-15T20:18:40.620813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:40.620885] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:40.620913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:40.620970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:40.676043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:40.676963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:40.677059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:40.677093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:40.799496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:40.799670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:40.799713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:40.799741] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:40.803130] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-12-15T20:18:40.803406] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-15T20:18:40.803537] [INFO ] [sig       ] CCLD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:40.941494] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCLD.txt
[2025-12-15T20:18:40.941642] [INFO ] [sig       ] [632/3591] Completed CCLD in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:40.941685] [INFO ] [sig       ] [633/3591] Forecasting CCNE...
[2025-12-15T20:18:40.941715] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-15T20:18:40.941745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-15T20:18:40.952375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-15T20:18:40.952724] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-15T20:18:40.953471] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-15T20:18:40.953523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:40.953555] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:40.953605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:40.953663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:41.010970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:41.011627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:41.011706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:41.011737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:41.131844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:41.131997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:41.132037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:41.132067] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:41.135366] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=49.08%)
[2025-12-15T20:18:41.135678] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-15T20:18:41.135800] [INFO ] [sig       ] CCNE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:41.273530] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCNE.txt
[2025-12-15T20:18:41.273685] [INFO ] [sig       ] [633/3591] Completed CCNE in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:41.273726] [INFO ] [sig       ] [634/3591] Forecasting CCO...
[2025-12-15T20:18:41.273757] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-15T20:18:41.273794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-15T20:18:41.284979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-15T20:18:41.285329] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-15T20:18:41.286097] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-15T20:18:41.286149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:41.286181] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:41.286208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:41.286264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:41.341262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:41.341895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:41.341972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:41.342003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:41.463720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:41.463920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:41.463962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:41.463996] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:41.467534] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-15T20:18:41.467827] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-15T20:18:41.467952] [INFO ] [sig       ] CCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:41.605762] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CCO.txt
[2025-12-15T20:18:41.605916] [INFO ] [sig       ] [634/3591] Completed CCO in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-15T20:18:41.605958] [INFO ] [sig       ] [635/3591] Forecasting CCOI...
[2025-12-15T20:18:41.605988] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-15T20:18:41.606020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-15T20:18:41.619119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-15T20:18:41.619565] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-15T20:18:41.620544] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-15T20:18:41.620624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:41.620666] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:41.620705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:41.620781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:41.677437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:41.678125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:41.678203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:41.678235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:41.791004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:41.791144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:41.791184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:41.791243] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:41.794508] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-15T20:18:41.794793] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-15T20:18:41.794920] [INFO ] [sig       ] CCOI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:41.931759] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCOI.txt
[2025-12-15T20:18:41.931884] [INFO ] [sig       ] [635/3591] Completed CCOI in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-15T20:18:41.931924] [INFO ] [sig       ] [636/3591] Forecasting CCRN...
[2025-12-15T20:18:41.931953] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-15T20:18:41.931984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-15T20:18:41.942857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-15T20:18:41.943180] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-15T20:18:41.943947] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-15T20:18:41.943998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:41.944029] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:41.944056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:41.944112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:41.999256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:41.999867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:41.999944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:41.999975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:42.117398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:42.117529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:42.117585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:42.117617] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:42.120886] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-15T20:18:42.121148] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-15T20:18:42.121267] [INFO ] [sig       ] CCRN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:42.258966] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CCRN.txt
[2025-12-15T20:18:42.259100] [INFO ] [sig       ] [636/3591] Completed CCRN in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-15T20:18:42.259139] [INFO ] [sig       ] [637/3591] Forecasting CCS...
[2025-12-15T20:18:42.259169] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-15T20:18:42.259201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-15T20:18:42.272747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-15T20:18:42.273237] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-15T20:18:42.274052] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-15T20:18:42.274103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:42.274134] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:42.274160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:42.274217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:42.329849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:42.330493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:42.330601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:42.330645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:42.448303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:42.448461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:42.448499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:42.448528] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:42.451954] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=26.00%)
[2025-12-15T20:18:42.452216] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-15T20:18:42.452336] [INFO ] [sig       ] CCS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:42.591774] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CCS.txt
[2025-12-15T20:18:42.591895] [INFO ] [sig       ] [637/3591] Completed CCS in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-15T20:18:42.591934] [INFO ] [sig       ] [638/3591] Forecasting CCSI...
[2025-12-15T20:18:42.591963] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-15T20:18:42.591999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-15T20:18:42.602639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-15T20:18:42.602994] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-15T20:18:42.603798] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-15T20:18:42.603850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:42.603881] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:42.603908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:42.603966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:42.660822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:42.661455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:42.661532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:42.661564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:42.773429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:42.773603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:42.773647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:42.773675] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:42.777046] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-15T20:18:42.777308] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-15T20:18:42.777443] [INFO ] [sig       ] CCSI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:42.915093] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CCSI.txt
[2025-12-15T20:18:42.915205] [INFO ] [sig       ] [638/3591] Completed CCSI in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-15T20:18:42.915243] [INFO ] [sig       ] [639/3591] Forecasting CDC...
[2025-12-15T20:18:42.915272] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-15T20:18:42.915301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-15T20:18:42.925678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-15T20:18:42.926011] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-15T20:18:42.926787] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-15T20:18:42.926837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:42.926869] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:42.926896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:42.926953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:42.983188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:42.983805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:42.983880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:42.983912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:43.102561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:43.102762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:43.102814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:43.102843] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:43.106235] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=44.32%)
[2025-12-15T20:18:43.106505] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-15T20:18:43.106644] [INFO ] [sig       ] CDC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:43.243511] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CDC.txt
[2025-12-15T20:18:43.243647] [INFO ] [sig       ] [639/3591] Completed CDC in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-15T20:18:43.243688] [INFO ] [sig       ] [640/3591] Forecasting CDE...
[2025-12-15T20:18:43.243717] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-15T20:18:43.243746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-15T20:18:43.254418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-15T20:18:43.254759] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-15T20:18:43.255524] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-15T20:18:43.255595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:43.255646] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:43.255673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:43.255730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:43.311120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:43.311770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:43.311854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:43.311886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:43.432279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:43.432419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:43.432460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:43.432489] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:43.435777] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=42.37%)
[2025-12-15T20:18:43.436040] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-15T20:18:43.436156] [INFO ] [sig       ] CDE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:43.573838] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CDE.txt
[2025-12-15T20:18:43.573952] [INFO ] [sig       ] [640/3591] Completed CDE in 0.3s | 2.93 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-15T20:18:43.573991] [INFO ] [sig       ] [641/3591] Forecasting CDIO...
[2025-12-15T20:18:43.574019] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-15T20:18:43.574049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-15T20:18:43.584803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-15T20:18:43.585115] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-15T20:18:43.585876] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-15T20:18:43.585927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:43.585958] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:43.585985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:43.586040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:43.642083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:43.642706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:43.642782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:43.642814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:43.766375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:43.766528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:43.766590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:43.766623] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:43.770015] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=92.86%)
[2025-12-15T20:18:43.770290] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-15T20:18:43.770412] [INFO ] [sig       ] CDIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:43.906952] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CDIO.txt
[2025-12-15T20:18:43.907071] [INFO ] [sig       ] [641/3591] Completed CDIO in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-15T20:18:43.907110] [INFO ] [sig       ] [642/3591] Forecasting CDL...
[2025-12-15T20:18:43.907139] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-15T20:18:43.907169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-15T20:18:43.917541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-15T20:18:43.917903] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-15T20:18:43.918684] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-15T20:18:43.918738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:43.918770] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:43.918798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:43.918856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:43.974136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:43.974795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:43.974898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:43.974932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:44.080461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:44.080633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:44.080675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:44.080705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:44.083971] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=11.15%)
[2025-12-15T20:18:44.084237] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-15T20:18:44.084361] [INFO ] [sig       ] CDL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:44.222603] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CDL.txt
[2025-12-15T20:18:44.222740] [INFO ] [sig       ] [642/3591] Completed CDL in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-15T20:18:44.222783] [INFO ] [sig       ] [643/3591] Forecasting CDNA...
[2025-12-15T20:18:44.222814] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-15T20:18:44.222845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-15T20:18:44.233753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-15T20:18:44.234117] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-15T20:18:44.234961] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-15T20:18:44.235014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:44.235060] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:44.235089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:44.235148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:44.292826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:44.293657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:44.293742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:44.293775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:44.414262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:44.414413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:44.414461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:44.414497] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:44.417810] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-15T20:18:44.418077] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-15T20:18:44.418196] [INFO ] [sig       ] CDNA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:44.559615] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CDNA.txt
[2025-12-15T20:18:44.559757] [INFO ] [sig       ] [643/3591] Completed CDNA in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-15T20:18:44.559797] [INFO ] [sig       ] [644/3591] Forecasting CDNS...
[2025-12-15T20:18:44.559827] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-15T20:18:44.559858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-15T20:18:44.570794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-15T20:18:44.571136] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-15T20:18:44.571945] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-15T20:18:44.571998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:44.572030] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:44.572058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:44.572115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:44.628182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:44.628870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:44.628969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:44.629002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:44.747771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:44.747917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:44.747956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:44.747983] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:44.751346] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-12-15T20:18:44.751643] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-15T20:18:44.751765] [INFO ] [sig       ] CDNS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:44.888511] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CDNS.txt
[2025-12-15T20:18:44.888650] [INFO ] [sig       ] [644/3591] Completed CDNS in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-15T20:18:44.888692] [INFO ] [sig       ] [645/3591] Forecasting CDP...
[2025-12-15T20:18:44.888722] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-15T20:18:44.888751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-15T20:18:44.899563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-15T20:18:44.899908] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-15T20:18:44.900720] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-15T20:18:44.900772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:44.900803] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:44.900830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:44.900886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:44.957390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:44.958095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:44.958174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:44.958207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:45.075311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:45.075468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:45.075509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:45.075537] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:45.079243] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-12-15T20:18:45.079516] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-15T20:18:45.079659] [INFO ] [sig       ] CDP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:45.216764] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CDP.txt
[2025-12-15T20:18:45.216921] [INFO ] [sig       ] [645/3591] Completed CDP in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-15T20:18:45.216962] [INFO ] [sig       ] [646/3591] Forecasting CDRE...
[2025-12-15T20:18:45.216992] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-15T20:18:45.217022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-15T20:18:45.228535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-15T20:18:45.228935] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-15T20:18:45.229768] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-15T20:18:45.229822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:45.229855] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:45.229883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:45.229952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:45.286750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:45.287388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:45.287469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:45.287503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:45.407094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:45.407261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:45.407302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:45.407332] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:45.410818] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-15T20:18:45.411134] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-15T20:18:45.411271] [INFO ] [sig       ] CDRE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:45.564499] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CDRE.txt
[2025-12-15T20:18:45.564647] [INFO ] [sig       ] [646/3591] Completed CDRE in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-15T20:18:45.564696] [INFO ] [sig       ] [647/3591] Forecasting CDRO...
[2025-12-15T20:18:45.564726] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-15T20:18:45.564755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-15T20:18:45.576331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-15T20:18:45.576763] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-15T20:18:45.577593] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-15T20:18:45.577645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:45.577677] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:45.577705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:45.577762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:45.633829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:45.634770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:45.634851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:45.634884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:45.743464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:45.743671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:45.743714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:45.743742] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:45.747056] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2025-12-15T20:18:45.747322] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-15T20:18:45.747445] [INFO ] [sig       ] CDRO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:45.885258] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CDRO.txt
[2025-12-15T20:18:45.885388] [INFO ] [sig       ] [647/3591] Completed CDRO in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-15T20:18:45.885428] [INFO ] [sig       ] [648/3591] Forecasting CDTX...
[2025-12-15T20:18:45.885458] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-15T20:18:45.885487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-15T20:18:45.897000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-15T20:18:45.897355] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-15T20:18:45.898193] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-15T20:18:45.898245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:45.898277] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:45.898303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:45.898359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:45.954716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:45.955402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:45.955484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:45.955517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:46.073234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:46.073398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:46.073437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:46.073466] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:46.076810] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-12-15T20:18:46.077077] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-15T20:18:46.077218] [INFO ] [sig       ] CDTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:46.213772] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CDTX.txt
[2025-12-15T20:18:46.213913] [INFO ] [sig       ] [648/3591] Completed CDTX in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-15T20:18:46.213953] [INFO ] [sig       ] [649/3591] Forecasting CDXS...
[2025-12-15T20:18:46.213981] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-15T20:18:46.214010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-15T20:18:46.224472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-15T20:18:46.224816] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-15T20:18:46.225559] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-15T20:18:46.225627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:46.225685] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:46.225714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:46.225771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:46.280067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:46.280724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:46.280803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:46.280834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:46.401104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:46.401267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:46.401310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:46.401338] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:46.404734] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=53.59%)
[2025-12-15T20:18:46.405010] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-15T20:18:46.405137] [INFO ] [sig       ] CDXS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:46.546321] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CDXS.txt
[2025-12-15T20:18:46.546481] [INFO ] [sig       ] [649/3591] Completed CDXS in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-15T20:18:46.546534] [INFO ] [sig       ] [650/3591] Forecasting CDZI...
[2025-12-15T20:18:46.546565] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-15T20:18:46.546613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-15T20:18:46.558363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-15T20:18:46.558734] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-15T20:18:46.559595] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-15T20:18:46.559647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:46.559679] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:46.559705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:46.559768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:46.614817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:46.615431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:46.615520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:46.615554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:46.735990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:46.736145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:46.736202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:46.736233] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:46.739524] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-12-15T20:18:46.739804] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-15T20:18:46.739924] [INFO ] [sig       ] CDZI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:46.877815] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CDZI.txt
[2025-12-15T20:18:46.877970] [INFO ] [sig       ] [650/3591] Completed CDZI in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-15T20:18:46.878016] [INFO ] [sig       ] [651/3591] Forecasting CE...
[2025-12-15T20:18:46.878046] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-15T20:18:46.878077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-15T20:18:46.889659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-15T20:18:46.890117] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-15T20:18:46.890932] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-15T20:18:46.890986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:46.891019] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:46.891046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:46.891104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:46.947880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:46.948823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:46.948932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:46.948973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:47.074434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:47.074637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:47.074686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:47.074721] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:47.078118] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=31.63%)
[2025-12-15T20:18:47.078394] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-15T20:18:47.078521] [INFO ] [sig       ] CE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:47.217498] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CE.txt
[2025-12-15T20:18:47.217662] [INFO ] [sig       ] [651/3591] Completed CE in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-15T20:18:47.217706] [INFO ] [sig       ] [652/3591] Forecasting CECO...
[2025-12-15T20:18:47.217735] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-15T20:18:47.217765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-15T20:18:47.229477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-15T20:18:47.229853] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-15T20:18:47.230631] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-15T20:18:47.230682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:47.230713] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:47.230739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:47.230795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:47.286744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:47.287370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:47.287466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:47.287500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:47.402802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:47.402962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:47.403005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:47.403073] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:47.406454] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-12-15T20:18:47.406775] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-15T20:18:47.406908] [INFO ] [sig       ] CECO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:47.548186] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CECO.txt
[2025-12-15T20:18:47.548340] [INFO ] [sig       ] [652/3591] Completed CECO in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-15T20:18:47.548381] [INFO ] [sig       ] [653/3591] Forecasting CEG...
[2025-12-15T20:18:47.548410] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-15T20:18:47.548440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-15T20:18:47.559091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-15T20:18:47.559437] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-15T20:18:47.560208] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-15T20:18:47.560259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:47.560290] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:47.560317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:47.560374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:47.621731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:47.622601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:47.622692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:47.622729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:47.744144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:47.744296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:47.744335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:47.744364] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:47.747640] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-12-15T20:18:47.747901] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-15T20:18:47.748020] [INFO ] [sig       ] CEG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:47.886816] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CEG.txt
[2025-12-15T20:18:47.886937] [INFO ] [sig       ] [653/3591] Completed CEG in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-15T20:18:47.886976] [INFO ] [sig       ] [654/3591] Forecasting CELC...
[2025-12-15T20:18:47.887004] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-15T20:18:47.887033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-15T20:18:47.898161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-15T20:18:47.898466] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-15T20:18:47.899247] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-15T20:18:47.899298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:47.899328] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:47.899378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:47.899438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:47.955659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:47.956273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:47.956354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:47.956387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:48.070590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:48.070707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:48.070745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:48.070787] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:48.074112] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-15T20:18:48.074382] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-15T20:18:48.074504] [INFO ] [sig       ] CELC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:48.262901] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CELC.txt
[2025-12-15T20:18:48.263036] [INFO ] [sig       ] [654/3591] Completed CELC in 0.4s | 2.93 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-15T20:18:48.263075] [INFO ] [sig       ] [655/3591] Forecasting CELH...
[2025-12-15T20:18:48.263105] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-15T20:18:48.263135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-15T20:18:48.275157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-15T20:18:48.275484] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-15T20:18:48.276269] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-15T20:18:48.276321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:48.276353] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:48.276380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:48.276438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:48.332777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:48.333359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:48.333437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:48.333469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:48.456138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:48.456283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:48.456332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:48.456364] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:48.459856] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-12-15T20:18:48.460151] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-15T20:18:48.460278] [INFO ] [sig       ] CELH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:48.602320] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CELH.txt
[2025-12-15T20:18:48.602436] [INFO ] [sig       ] [655/3591] Completed CELH in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-15T20:18:48.602475] [INFO ] [sig       ] [656/3591] Forecasting CELZ...
[2025-12-15T20:18:48.602504] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-15T20:18:48.602540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-15T20:18:48.614164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-15T20:18:48.614507] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-15T20:18:48.615460] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-15T20:18:48.615511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:48.615542] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:48.615592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:48.615653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:48.671527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:48.672153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:48.672231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:48.672264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:48.794085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:48.794231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:48.794271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:48.794300] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:48.797622] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-15T20:18:48.797885] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-15T20:18:48.798004] [INFO ] [sig       ] CELZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:48.936110] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CELZ.txt
[2025-12-15T20:18:48.936228] [INFO ] [sig       ] [656/3591] Completed CELZ in 0.3s | 2.93 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-15T20:18:48.936268] [INFO ] [sig       ] [657/3591] Forecasting CENTA...
[2025-12-15T20:18:48.936297] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-15T20:18:48.936327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-15T20:18:48.947189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-15T20:18:48.947507] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-15T20:18:48.948268] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-15T20:18:48.948320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:48.948351] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:48.948378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:48.948434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:49.004535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:49.005316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:49.005397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:49.005429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:49.131226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:49.131434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:49.131496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:49.131540] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:49.136816] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-15T20:18:49.137279] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-15T20:18:49.137472] [INFO ] [sig       ] CENTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:49.299813] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CENTA.txt
[2025-12-15T20:18:49.299981] [INFO ] [sig       ] [657/3591] Completed CENTA in 0.4s | 2.93 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-15T20:18:49.300021] [INFO ] [sig       ] [658/3591] Forecasting CENX...
[2025-12-15T20:18:49.300082] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-15T20:18:49.300123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-15T20:18:49.312738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-15T20:18:49.313200] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-15T20:18:49.314227] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-15T20:18:49.314284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:49.314316] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:49.314343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:49.314400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:49.396509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:49.397762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:49.397875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:49.397930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:49.551415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:49.551647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:49.551717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:49.551767] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:49.557064] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2025-12-15T20:18:49.557569] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-15T20:18:49.557806] [INFO ] [sig       ] CENX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:49.780292] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CENX.txt
[2025-12-15T20:18:49.780517] [INFO ] [sig       ] [658/3591] Completed CENX in 0.5s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-15T20:18:49.780600] [INFO ] [sig       ] [659/3591] Forecasting CERS...
[2025-12-15T20:18:49.780652] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-15T20:18:49.780695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-15T20:18:49.793875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-15T20:18:49.794387] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-15T20:18:49.795485] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-15T20:18:49.795550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:49.795621] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:49.795657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:49.795730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:49.873135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:49.874237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:49.874416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:49.874456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:50.022124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:50.022314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:50.022360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:50.022395] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:50.026415] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-15T20:18:50.026847] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-15T20:18:50.027007] [INFO ] [sig       ] CERS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:50.231426] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CERS.txt
[2025-12-15T20:18:50.231701] [INFO ] [sig       ] [659/3591] Completed CERS in 0.5s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:50.231774] [INFO ] [sig       ] [660/3591] Forecasting CETX...
[2025-12-15T20:18:50.231825] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-15T20:18:50.231869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-15T20:18:50.244617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-15T20:18:50.245075] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-15T20:18:50.245953] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-15T20:18:50.246008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:50.246041] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:50.246067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:50.246125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:50.302320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:50.303264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:50.303358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:50.303391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:50.418521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:50.418721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:50.418769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:50.418798] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:50.422537] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-15T20:18:50.422911] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-15T20:18:50.423056] [INFO ] [sig       ] CETX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:50.569556] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CETX.txt
[2025-12-15T20:18:50.569740] [INFO ] [sig       ] [660/3591] Completed CETX in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:50.569986] [INFO ] [sig       ] [661/3591] Forecasting CEVA...
[2025-12-15T20:18:50.570045] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-15T20:18:50.570078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-15T20:18:50.582528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-15T20:18:50.582988] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-15T20:18:50.583916] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-15T20:18:50.583976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:50.584010] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:50.584038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:50.584096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:50.644757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:50.645610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:50.645695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:50.645729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:50.767912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:50.768070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:50.768110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:50.768175] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:50.771593] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=66.14%)
[2025-12-15T20:18:50.771875] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-15T20:18:50.772002] [INFO ] [sig       ] CEVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:50.910585] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CEVA.txt
[2025-12-15T20:18:50.910732] [INFO ] [sig       ] [661/3591] Completed CEVA in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:50.910774] [INFO ] [sig       ] [662/3591] Forecasting CF...
[2025-12-15T20:18:50.910804] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-15T20:18:50.910833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-15T20:18:50.921843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-15T20:18:50.922200] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-15T20:18:50.922985] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-15T20:18:50.923037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:50.923070] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:50.923097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:50.923155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:50.983377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:50.984313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:50.984398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:50.984430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:51.109489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:51.109665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:51.109711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:51.109742] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:51.113304] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=78.82%)
[2025-12-15T20:18:51.113609] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-15T20:18:51.113742] [INFO ] [sig       ] CF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:51.258510] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CF.txt
[2025-12-15T20:18:51.258711] [INFO ] [sig       ] [662/3591] Completed CF in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:51.258755] [INFO ] [sig       ] [663/3591] Forecasting CFFN...
[2025-12-15T20:18:51.258787] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-15T20:18:51.258817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-15T20:18:51.271442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-15T20:18:51.271867] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-15T20:18:51.272648] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-15T20:18:51.272699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:51.272731] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:51.272757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:51.272814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:51.329981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:51.330830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:51.330915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:51.330948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:51.448470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:51.448637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:51.448682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:51.448711] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:51.452042] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=21.32%)
[2025-12-15T20:18:51.452308] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-15T20:18:51.452430] [INFO ] [sig       ] CFFN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:51.590114] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CFFN.txt
[2025-12-15T20:18:51.590243] [INFO ] [sig       ] [663/3591] Completed CFFN in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:51.590282] [INFO ] [sig       ] [664/3591] Forecasting CFG...
[2025-12-15T20:18:51.590312] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-15T20:18:51.590341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-15T20:18:51.601253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-15T20:18:51.601591] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-15T20:18:51.602338] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-15T20:18:51.602390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:51.602421] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:51.602448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:51.602504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:51.657774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:51.658382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:51.658459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:51.658492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:51.777725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:51.777880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:51.777918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:51.777947] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:51.781250] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-15T20:18:51.781517] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-15T20:18:51.781663] [INFO ] [sig       ] CFG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:51.922942] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CFG.txt
[2025-12-15T20:18:51.923079] [INFO ] [sig       ] [664/3591] Completed CFG in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:51.923119] [INFO ] [sig       ] [665/3591] Forecasting CFO...
[2025-12-15T20:18:51.923151] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-15T20:18:51.923181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-15T20:18:51.934311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-15T20:18:51.934683] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-15T20:18:51.935437] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-15T20:18:51.935489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:51.935520] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:51.935547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:51.935636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:51.993020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:51.993786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:51.993868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:51.993900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:52.102999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:52.103146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:52.103189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:52.103220] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:52.106524] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: UP (p=65.35%)
[2025-12-15T20:18:52.106828] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-15T20:18:52.106955] [INFO ] [sig       ] CFO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:52.246157] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CFO.txt
[2025-12-15T20:18:52.246333] [INFO ] [sig       ] [665/3591] Completed CFO in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:52.246395] [INFO ] [sig       ] [666/3591] Forecasting CG...
[2025-12-15T20:18:52.246441] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-15T20:18:52.246479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-15T20:18:52.259767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-15T20:18:52.260133] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-15T20:18:52.261176] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-15T20:18:52.261228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:52.261288] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:52.261316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:52.261373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:52.322093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:52.322997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:52.323084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:52.323117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:52.446973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:52.447129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:52.447170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:52.447199] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:52.450760] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-15T20:18:52.451069] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-15T20:18:52.451206] [INFO ] [sig       ] CG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:52.598831] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CG.txt
[2025-12-15T20:18:52.599009] [INFO ] [sig       ] [666/3591] Completed CG in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:52.599052] [INFO ] [sig       ] [667/3591] Forecasting CGABL...
[2025-12-15T20:18:52.599082] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-15T20:18:52.599113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-15T20:18:52.611053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-15T20:18:52.611426] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-15T20:18:52.612273] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-15T20:18:52.612339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:52.612371] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:52.612397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:52.612473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:52.673876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:52.674752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:52.674852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:52.674899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:52.794935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:52.795083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:52.795122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:52.795150] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:52.798633] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-12-15T20:18:52.798945] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-15T20:18:52.799075] [INFO ] [sig       ] CGABL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:52.946368] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CGABL.txt
[2025-12-15T20:18:52.946522] [INFO ] [sig       ] [667/3591] Completed CGABL in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:52.946565] [INFO ] [sig       ] [668/3591] Forecasting CGBD...
[2025-12-15T20:18:52.946614] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-15T20:18:52.946646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-15T20:18:52.957829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-15T20:18:52.958202] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-15T20:18:52.959078] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-15T20:18:52.959131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:52.959164] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:52.959190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:52.959245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:53.014836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:53.015644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:53.015727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:53.015760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:53.134203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:53.134359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:53.134399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:53.134427] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:53.137763] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=51.84%)
[2025-12-15T20:18:53.138041] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-15T20:18:53.138171] [INFO ] [sig       ] CGBD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:53.275202] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CGBD.txt
[2025-12-15T20:18:53.275358] [INFO ] [sig       ] [668/3591] Completed CGBD in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:53.275399] [INFO ] [sig       ] [669/3591] Forecasting CGC...
[2025-12-15T20:18:53.275428] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-15T20:18:53.275457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-15T20:18:53.287267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-15T20:18:53.287736] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-15T20:18:53.288693] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-15T20:18:53.288759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:53.288808] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:53.288852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:53.288953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:53.349764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:53.350664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:53.350753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:53.350787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:53.482890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:53.483078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:53.483140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:53.483259] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:53.488708] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-15T20:18:53.489204] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-15T20:18:53.489376] [INFO ] [sig       ] CGC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:53.645058] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CGC.txt
[2025-12-15T20:18:53.645233] [INFO ] [sig       ] [669/3591] Completed CGC in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:53.645276] [INFO ] [sig       ] [670/3591] Forecasting CGEM...
[2025-12-15T20:18:53.645307] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-15T20:18:53.645337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-15T20:18:53.659217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-15T20:18:53.659807] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-15T20:18:53.660726] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-15T20:18:53.660794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:53.660831] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:53.660859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:53.660916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:53.718686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:53.719641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:53.719739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:53.719781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:53.839468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:53.839646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:53.839695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:53.839729] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:53.843074] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=58.18%)
[2025-12-15T20:18:53.843348] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-15T20:18:53.843471] [INFO ] [sig       ] CGEM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:53.986597] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CGEM.txt
[2025-12-15T20:18:53.986758] [INFO ] [sig       ] [670/3591] Completed CGEM in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-15T20:18:53.986806] [INFO ] [sig       ] [671/3591] Forecasting CGEN...
[2025-12-15T20:18:53.986836] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-15T20:18:53.986865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-15T20:18:53.998117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-15T20:18:53.998497] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-15T20:18:53.999329] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-15T20:18:53.999380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:53.999412] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:53.999437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:53.999493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:54.056808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:54.057652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:54.057731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:54.057763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:54.180439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:54.180614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:54.180662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:54.180699] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:54.184063] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-15T20:18:54.184332] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-15T20:18:54.184457] [INFO ] [sig       ] CGEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:54.327057] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CGEN.txt
[2025-12-15T20:18:54.327203] [INFO ] [sig       ] [671/3591] Completed CGEN in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-15T20:18:54.327245] [INFO ] [sig       ] [672/3591] Forecasting CGNX...
[2025-12-15T20:18:54.327275] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-15T20:18:54.327306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-15T20:18:54.339723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-15T20:18:54.340064] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-15T20:18:54.340864] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-15T20:18:54.340915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:54.340946] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:54.340973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:54.341029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:54.397860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:54.398994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:54.399083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:54.399115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:54.520424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:54.520586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:54.520627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:54.520655] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:54.524243] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-15T20:18:54.524518] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-15T20:18:54.524657] [INFO ] [sig       ] CGNX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:54.670446] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CGNX.txt
[2025-12-15T20:18:54.670655] [INFO ] [sig       ] [672/3591] Completed CGNX in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-15T20:18:54.670706] [INFO ] [sig       ] [673/3591] Forecasting CGO...
[2025-12-15T20:18:54.670742] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-15T20:18:54.670776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-15T20:18:54.682015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-15T20:18:54.682390] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-15T20:18:54.683177] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-15T20:18:54.683230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:54.683261] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:54.683289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:54.683345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:54.739052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:54.739976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:54.740059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:54.740090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:54.858850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:54.859082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:54.859136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:54.859167] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:54.862749] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-15T20:18:54.863057] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-15T20:18:54.863192] [INFO ] [sig       ] CGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:55.005163] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CGO.txt
[2025-12-15T20:18:55.005323] [INFO ] [sig       ] [673/3591] Completed CGO in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-15T20:18:55.005365] [INFO ] [sig       ] [674/3591] Forecasting CGON...
[2025-12-15T20:18:55.005396] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-15T20:18:55.005425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-15T20:18:55.017422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-15T20:18:55.017831] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-15T20:18:55.018684] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-15T20:18:55.018742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:55.018774] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:55.018803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:55.018861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:55.076257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:55.077143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:55.077231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:55.077264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:55.200459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:55.200637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:55.200697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:55.200732] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:55.204127] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-15T20:18:55.204412] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-15T20:18:55.204543] [INFO ] [sig       ] CGON: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:55.347223] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CGON.txt
[2025-12-15T20:18:55.347367] [INFO ] [sig       ] [674/3591] Completed CGON in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-15T20:18:55.347408] [INFO ] [sig       ] [675/3591] Forecasting CGTX...
[2025-12-15T20:18:55.347440] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-15T20:18:55.347469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-15T20:18:55.358397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-15T20:18:55.358755] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-15T20:18:55.359551] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-15T20:18:55.359619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:55.359653] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:55.359679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:55.359750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:55.418205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:55.418941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:55.419023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:55.419057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:55.548087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:55.548240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:55.548281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:55.548310] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:55.551817] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=60.31%)
[2025-12-15T20:18:55.552099] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-15T20:18:55.552226] [INFO ] [sig       ] CGTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:55.698175] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CGTX.txt
[2025-12-15T20:18:55.698329] [INFO ] [sig       ] [675/3591] Completed CGTX in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-15T20:18:55.698372] [INFO ] [sig       ] [676/3591] Forecasting CHCI...
[2025-12-15T20:18:55.698401] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-15T20:18:55.698431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-15T20:18:55.709537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-15T20:18:55.709977] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-15T20:18:55.710855] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-15T20:18:55.710909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:55.710940] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:55.710968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:55.711024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:55.769196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:55.770088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:55.770202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:55.770237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:55.885356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:55.885512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:55.885552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:55.885601] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:55.889390] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=62.12%)
[2025-12-15T20:18:55.889721] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-15T20:18:55.889865] [INFO ] [sig       ] CHCI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:56.029134] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHCI.txt
[2025-12-15T20:18:56.029266] [INFO ] [sig       ] [676/3591] Completed CHCI in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:56.029306] [INFO ] [sig       ] [677/3591] Forecasting CHCO...
[2025-12-15T20:18:56.029337] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-15T20:18:56.029367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-15T20:18:56.041244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-15T20:18:56.041619] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-15T20:18:56.042404] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-15T20:18:56.042456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:56.042488] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:56.042515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:56.042587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:56.099780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:56.100734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:56.100822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:56.100854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:56.226233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:56.226389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:56.226431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:56.226461] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:56.229952] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=13.60%)
[2025-12-15T20:18:56.230226] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-15T20:18:56.230350] [INFO ] [sig       ] CHCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:56.374698] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CHCO.txt
[2025-12-15T20:18:56.374854] [INFO ] [sig       ] [677/3591] Completed CHCO in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:56.374897] [INFO ] [sig       ] [678/3591] Forecasting CHD...
[2025-12-15T20:18:56.374927] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-15T20:18:56.374956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-15T20:18:56.390302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-15T20:18:56.390679] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-15T20:18:56.391552] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-15T20:18:56.391628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:56.391677] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:56.391706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:56.391763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:56.449561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:56.450364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:56.450453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:56.450487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:56.578246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:56.578401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:56.578443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:56.578478] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:56.581995] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-12-15T20:18:56.582283] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-15T20:18:56.582414] [INFO ] [sig       ] CHD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:56.722219] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CHD.txt
[2025-12-15T20:18:56.722395] [INFO ] [sig       ] [678/3591] Completed CHD in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:56.722449] [INFO ] [sig       ] [679/3591] Forecasting CHDN...
[2025-12-15T20:18:56.722481] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-15T20:18:56.722512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-15T20:18:56.733871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-15T20:18:56.734209] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-15T20:18:56.735032] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-15T20:18:56.735085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:56.735119] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:56.735147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:56.735205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:56.792342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:56.793049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:56.793129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:56.793163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:56.917612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:56.917767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:56.917807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:56.917839] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:56.921245] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-15T20:18:56.921527] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-15T20:18:56.921680] [INFO ] [sig       ] CHDN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:57.060957] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHDN.txt
[2025-12-15T20:18:57.061158] [INFO ] [sig       ] [679/3591] Completed CHDN in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:57.061208] [INFO ] [sig       ] [680/3591] Forecasting CHE...
[2025-12-15T20:18:57.061241] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-15T20:18:57.061274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-15T20:18:57.072139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-15T20:18:57.072514] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-15T20:18:57.073338] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-15T20:18:57.073390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:57.073423] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:57.073450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:57.073507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:57.131434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:57.132227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:57.132311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:57.132345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:57.255342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:57.255481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:57.255523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:57.255562] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:57.259149] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-15T20:18:57.259488] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-15T20:18:57.259651] [INFO ] [sig       ] CHE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:57.410536] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHE.txt
[2025-12-15T20:18:57.410710] [INFO ] [sig       ] [680/3591] Completed CHE in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:57.410761] [INFO ] [sig       ] [681/3591] Forecasting CHEF...
[2025-12-15T20:18:57.410799] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-15T20:18:57.410838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-15T20:18:57.423047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-15T20:18:57.423434] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-15T20:18:57.424445] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-15T20:18:57.424498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:57.424530] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:57.424557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:57.424634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:57.488547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:57.489436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:57.489525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:57.489558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:57.612604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:57.612759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:57.612800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:57.612829] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:57.616300] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-12-15T20:18:57.616596] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-15T20:18:57.616726] [INFO ] [sig       ] CHEF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:18:57.762291] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CHEF.txt
[2025-12-15T20:18:57.762524] [INFO ] [sig       ] [681/3591] Completed CHEF in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:57.762604] [INFO ] [sig       ] [682/3591] Forecasting CHH...
[2025-12-15T20:18:57.762656] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-15T20:18:57.762698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-15T20:18:57.776599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-15T20:18:57.777072] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-15T20:18:57.778090] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-15T20:18:57.778152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:57.778195] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:57.778233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:57.778309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:57.837970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:57.838897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:57.839002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:57.839036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:57.964044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:57.964207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:57.964249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:57.964280] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:57.967677] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-15T20:18:57.967989] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-15T20:18:57.968118] [INFO ] [sig       ] CHH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:58.114913] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHH.txt
[2025-12-15T20:18:58.115116] [INFO ] [sig       ] [682/3591] Completed CHH in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:58.115174] [INFO ] [sig       ] [683/3591] Forecasting CHI...
[2025-12-15T20:18:58.115216] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-15T20:18:58.115257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-15T20:18:58.127702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-15T20:18:58.128111] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-15T20:18:58.128959] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-15T20:18:58.129013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:58.129083] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:58.129112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:58.129168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:58.190203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:58.191074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:58.191158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:58.191192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:58.313864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:58.314030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:58.314073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:58.314103] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:58.317505] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-15T20:18:58.317802] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-15T20:18:58.317937] [INFO ] [sig       ] CHI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:58.458359] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHI.txt
[2025-12-15T20:18:58.458501] [INFO ] [sig       ] [683/3591] Completed CHI in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:58.458541] [INFO ] [sig       ] [684/3591] Forecasting CHKP...
[2025-12-15T20:18:58.458587] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-15T20:18:58.458619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-15T20:18:58.470342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-15T20:18:58.470761] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-15T20:18:58.471563] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-15T20:18:58.471635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:58.471667] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:58.471693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:58.471747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:58.530007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:58.530977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:58.531070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:58.531104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:58.659527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:58.659718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:58.659764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:58.659795] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:58.663366] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-12-15T20:18:58.663690] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-15T20:18:58.663828] [INFO ] [sig       ] CHKP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:58.812169] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHKP.txt
[2025-12-15T20:18:58.812325] [INFO ] [sig       ] [684/3591] Completed CHKP in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:58.812368] [INFO ] [sig       ] [685/3591] Forecasting CHMI...
[2025-12-15T20:18:58.812411] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-15T20:18:58.812455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-15T20:18:58.823362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-15T20:18:58.823750] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-15T20:18:58.824543] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-15T20:18:58.824618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:58.824652] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:58.824680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:58.824737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:58.880228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:58.880958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:58.881039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:58.881072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:58.998012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:58.998167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:58.998207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:58.998252] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:59.001663] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=89.22%)
[2025-12-15T20:18:59.001954] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-15T20:18:59.002080] [INFO ] [sig       ] CHMI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:59.139385] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHMI.txt
[2025-12-15T20:18:59.139534] [INFO ] [sig       ] [685/3591] Completed CHMI in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:59.139604] [INFO ] [sig       ] [686/3591] Forecasting CHRD...
[2025-12-15T20:18:59.139638] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-15T20:18:59.139671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-15T20:18:59.151051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-15T20:18:59.151426] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-15T20:18:59.152246] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-15T20:18:59.152298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:59.152330] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:59.152356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:59.152412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:59.211040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:59.211895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:59.211982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:59.212015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:59.337628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:59.337788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:59.337828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:59.337892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:59.341479] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-12-15T20:18:59.341792] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-15T20:18:59.341952] [INFO ] [sig       ] CHRD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:59.481727] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHRD.txt
[2025-12-15T20:18:59.481859] [INFO ] [sig       ] [686/3591] Completed CHRD in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:59.481898] [INFO ] [sig       ] [687/3591] Forecasting CHRS...
[2025-12-15T20:18:59.481928] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-15T20:18:59.481957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-15T20:18:59.493911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-15T20:18:59.494339] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-15T20:18:59.495181] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-15T20:18:59.495233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:59.495265] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:59.495291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:59.495346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:59.557900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:59.559021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:59.559117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:59.559171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:18:59.682500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:18:59.682674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:18:59.682715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:18:59.682743] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:18:59.686414] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-15T20:18:59.686725] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-15T20:18:59.686898] [INFO ] [sig       ] CHRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:18:59.832496] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHRS.txt
[2025-12-15T20:18:59.832662] [INFO ] [sig       ] [687/3591] Completed CHRS in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:18:59.832714] [INFO ] [sig       ] [688/3591] Forecasting CHSCL...
[2025-12-15T20:18:59.832746] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-15T20:18:59.832776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-15T20:18:59.843544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-15T20:18:59.843918] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-15T20:18:59.844712] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-15T20:18:59.844765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:18:59.844803] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:18:59.844835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:18:59.844913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:18:59.900685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:18:59.901386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:18:59.901464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:18:59.901496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:00.015718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:00.015877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:00.015917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:00.015947] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:00.019250] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-12-15T20:19:00.019527] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-15T20:19:00.019674] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:00.158099] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHSCL.txt
[2025-12-15T20:19:00.158248] [INFO ] [sig       ] [688/3591] Completed CHSCL in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-15T20:19:00.158289] [INFO ] [sig       ] [689/3591] Forecasting CHSCM...
[2025-12-15T20:19:00.158319] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-15T20:19:00.158349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-15T20:19:00.168463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-15T20:19:00.168820] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-15T20:19:00.169629] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-15T20:19:00.169682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:00.169714] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:00.169753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:00.169811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:00.225144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:00.225933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:00.226015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:00.226048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:00.335670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:00.335782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:00.335828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:00.335867] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:00.339241] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2025-12-15T20:19:00.339517] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-15T20:19:00.339661] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:00.481901] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CHSCM.txt
[2025-12-15T20:19:00.482043] [INFO ] [sig       ] [689/3591] Completed CHSCM in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-15T20:19:00.482086] [INFO ] [sig       ] [690/3591] Forecasting CHSCN...
[2025-12-15T20:19:00.482115] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-15T20:19:00.482144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-15T20:19:00.493287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-15T20:19:00.493651] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-15T20:19:00.494400] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-15T20:19:00.494452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:00.494483] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:00.494510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:00.494566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:00.552405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:00.553233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:00.553318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:00.553353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:00.680526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:00.680693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:00.680738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:00.680768] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:00.684802] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-15T20:19:00.685243] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-15T20:19:00.685402] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:00.833318] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHSCN.txt
[2025-12-15T20:19:00.833476] [INFO ] [sig       ] [690/3591] Completed CHSCN in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-15T20:19:00.833520] [INFO ] [sig       ] [691/3591] Forecasting CHSCO...
[2025-12-15T20:19:00.833550] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-15T20:19:00.833603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-15T20:19:00.844640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-15T20:19:00.845068] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-15T20:19:00.845952] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-15T20:19:00.846018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:00.846066] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:00.846108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:00.846173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:00.904725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:00.905615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:00.905703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:00.905737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:01.021232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:01.021389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:01.021428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:01.021458] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:01.024868] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-15T20:19:01.025155] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-15T20:19:01.025289] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:01.188781] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHSCO.txt
[2025-12-15T20:19:01.188964] [INFO ] [sig       ] [691/3591] Completed CHSCO in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-15T20:19:01.189009] [INFO ] [sig       ] [692/3591] Forecasting CHSCP...
[2025-12-15T20:19:01.189041] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-15T20:19:01.189072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-15T20:19:01.199792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-15T20:19:01.200173] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-15T20:19:01.200953] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-15T20:19:01.201005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:01.201037] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:01.201063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:01.201118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:01.257628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:01.258487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:01.258586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:01.258621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:01.361697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:01.361845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:01.361891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:01.361918] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:01.365161] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-15T20:19:01.365444] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-15T20:19:01.365567] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:01.505253] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CHSCP.txt
[2025-12-15T20:19:01.505397] [INFO ] [sig       ] [692/3591] Completed CHSCP in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-15T20:19:01.505437] [INFO ] [sig       ] [693/3591] Forecasting CHWY...
[2025-12-15T20:19:01.505472] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-15T20:19:01.505502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-15T20:19:01.518609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-15T20:19:01.519047] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-15T20:19:01.519899] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-15T20:19:01.519965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:01.520005] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:01.520035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:01.520092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:01.583772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:01.584757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:01.584906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:01.584963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:01.729839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:01.730007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:01.730048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:01.730077] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:01.734444] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=55.09%)
[2025-12-15T20:19:01.734871] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-15T20:19:01.735041] [INFO ] [sig       ] CHWY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:01.909696] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHWY.txt
[2025-12-15T20:19:01.909850] [INFO ] [sig       ] [693/3591] Completed CHWY in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:01.909896] [INFO ] [sig       ] [694/3591] Forecasting CHY...
[2025-12-15T20:19:01.909926] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-15T20:19:01.909958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-15T20:19:01.921411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-15T20:19:01.921820] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-15T20:19:01.922614] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-15T20:19:01.922666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:01.922698] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:01.922725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:01.922782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:01.981797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:01.982750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:01.982837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:01.982873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:02.103716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:02.103877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:02.103919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:02.103949] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:02.107399] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-12-15T20:19:02.107744] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-15T20:19:02.107884] [INFO ] [sig       ] CHY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:02.254145] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CHY.txt
[2025-12-15T20:19:02.254299] [INFO ] [sig       ] [694/3591] Completed CHY in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:02.254340] [INFO ] [sig       ] [695/3591] Forecasting CI...
[2025-12-15T20:19:02.254370] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-15T20:19:02.254399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-15T20:19:02.267023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-15T20:19:02.267460] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-15T20:19:02.268333] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-15T20:19:02.268388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:02.268420] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:02.268448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:02.268504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:02.324879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:02.325761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:02.325856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:02.325891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:02.447391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:02.447552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:02.447621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:02.447653] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:02.451108] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-12-15T20:19:02.451431] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-15T20:19:02.451598] [INFO ] [sig       ] CI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:02.597659] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CI.txt
[2025-12-15T20:19:02.597816] [INFO ] [sig       ] [695/3591] Completed CI in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:02.597858] [INFO ] [sig       ] [696/3591] Forecasting CIA...
[2025-12-15T20:19:02.597892] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-15T20:19:02.597921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-15T20:19:02.608994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-15T20:19:02.609416] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-15T20:19:02.610330] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-15T20:19:02.610384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:02.610417] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:02.610443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:02.610500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:02.667803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:02.668641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:02.668724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:02.668757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:02.788587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:02.788743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:02.788783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:02.788814] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:02.792298] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=58.82%)
[2025-12-15T20:19:02.792565] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-15T20:19:02.792708] [INFO ] [sig       ] CIA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:02.935919] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CIA.txt
[2025-12-15T20:19:02.936069] [INFO ] [sig       ] [696/3591] Completed CIA in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:02.936109] [INFO ] [sig       ] [697/3591] Forecasting CIB...
[2025-12-15T20:19:02.936139] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-15T20:19:02.936168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-15T20:19:02.947100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-15T20:19:02.947443] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-15T20:19:02.948240] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-15T20:19:02.948293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:02.948326] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:02.948354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:02.948412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:03.022400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:03.023278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:03.023361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:03.023396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:03.145701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:03.145858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:03.145900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:03.145930] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:03.149296] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-15T20:19:03.149633] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-15T20:19:03.149787] [INFO ] [sig       ] CIB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:03.289062] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CIB.txt
[2025-12-15T20:19:03.289205] [INFO ] [sig       ] [697/3591] Completed CIB in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:03.289255] [INFO ] [sig       ] [698/3591] Forecasting CIEN...
[2025-12-15T20:19:03.289287] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-15T20:19:03.289317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-15T20:19:03.300248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-15T20:19:03.300653] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-15T20:19:03.301431] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-15T20:19:03.301483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:03.301516] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:03.301545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:03.301632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:03.359176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:03.359882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:03.359965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:03.359999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:03.485639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:03.485786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:03.485825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:03.485855] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:03.489484] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=75.98%)
[2025-12-15T20:19:03.489806] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-15T20:19:03.489944] [INFO ] [sig       ] CIEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:03.633596] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CIEN.txt
[2025-12-15T20:19:03.633752] [INFO ] [sig       ] [698/3591] Completed CIEN in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:03.633792] [INFO ] [sig       ] [699/3591] Forecasting CIF...
[2025-12-15T20:19:03.633824] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-15T20:19:03.633857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-15T20:19:03.644566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-15T20:19:03.644948] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-15T20:19:03.645772] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-15T20:19:03.645823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:03.645855] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:03.645881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:03.645936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:03.702433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:03.703224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:03.703307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:03.703341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:03.808234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:03.808378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:03.808416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:03.808444] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:03.811770] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=80.75%)
[2025-12-15T20:19:03.812038] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-15T20:19:03.812160] [INFO ] [sig       ] CIF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:03.952088] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CIF.txt
[2025-12-15T20:19:03.952219] [INFO ] [sig       ] [699/3591] Completed CIF in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:03.952259] [INFO ] [sig       ] [700/3591] Forecasting CIG...
[2025-12-15T20:19:03.952288] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-15T20:19:03.952317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-15T20:19:03.963332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-15T20:19:03.963686] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-15T20:19:03.964586] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-15T20:19:03.964639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:03.964699] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:03.964728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:03.964792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:04.022859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:04.023504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:04.023607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:04.023643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:04.143934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:04.144087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:04.144127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:04.144168] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:04.147435] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-15T20:19:04.147716] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-15T20:19:04.147837] [INFO ] [sig       ] CIG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:04.286615] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CIG.txt
[2025-12-15T20:19:04.286764] [INFO ] [sig       ] [700/3591] Completed CIG in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:04.286806] [INFO ] [sig       ] [701/3591] Forecasting CIGI...
[2025-12-15T20:19:04.286835] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-15T20:19:04.286864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-15T20:19:04.297814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-15T20:19:04.298135] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-15T20:19:04.298901] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-15T20:19:04.299018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:04.299049] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:04.299075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:04.299130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:04.354716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:04.355339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:04.355416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:04.355448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:04.471780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:04.471929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:04.471976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:04.472011] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:04.475306] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-15T20:19:04.475587] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-15T20:19:04.475708] [INFO ] [sig       ] CIGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:04.615200] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CIGI.txt
[2025-12-15T20:19:04.615333] [INFO ] [sig       ] [701/3591] Completed CIGI in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:04.615373] [INFO ] [sig       ] [702/3591] Forecasting CII...
[2025-12-15T20:19:04.615402] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-15T20:19:04.615432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-15T20:19:04.626865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-15T20:19:04.627211] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-15T20:19:04.627964] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-15T20:19:04.628027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:04.628060] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:04.628087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:04.628143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:04.687166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:04.688067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:04.688155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:04.688189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:04.808374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:04.808528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:04.808583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:04.808614] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:04.812062] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-15T20:19:04.812354] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-15T20:19:04.812481] [INFO ] [sig       ] CII: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:04.951058] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CII.txt
[2025-12-15T20:19:04.951196] [INFO ] [sig       ] [702/3591] Completed CII in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:04.951236] [INFO ] [sig       ] [703/3591] Forecasting CIM...
[2025-12-15T20:19:04.951265] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-15T20:19:04.951295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-15T20:19:04.962379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-15T20:19:04.962770] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-15T20:19:04.963564] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-15T20:19:04.963635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:04.963668] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:04.963695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:04.963751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:05.021152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:05.021791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:05.021867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:05.021900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:05.139858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:05.140007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:05.140045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:05.140104] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:05.143430] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-15T20:19:05.143739] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-15T20:19:05.143870] [INFO ] [sig       ] CIM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:05.280295] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CIM.txt
[2025-12-15T20:19:05.280440] [INFO ] [sig       ] [703/3591] Completed CIM in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:05.280479] [INFO ] [sig       ] [704/3591] Forecasting CINF...
[2025-12-15T20:19:05.280510] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-15T20:19:05.280541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-15T20:19:05.292232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-15T20:19:05.292645] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-15T20:19:05.293460] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-15T20:19:05.293515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:05.293548] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:05.293594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:05.293660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:05.353201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:05.354031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:05.354109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:05.354141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:05.475740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:05.475889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:05.475929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:05.475957] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:05.479369] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-15T20:19:05.479654] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-15T20:19:05.479782] [INFO ] [sig       ] CINF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:05.617347] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CINF.txt
[2025-12-15T20:19:05.617489] [INFO ] [sig       ] [704/3591] Completed CINF in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:05.617527] [INFO ] [sig       ] [705/3591] Forecasting CING...
[2025-12-15T20:19:05.617557] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-15T20:19:05.617606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-15T20:19:05.628225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-15T20:19:05.628721] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-15T20:19:05.629901] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-15T20:19:05.629972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:05.630020] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:05.630062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:05.630149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:05.695414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:05.696357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:05.696450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:05.696485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:05.817964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:05.818126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:05.818167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:05.818197] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:05.821563] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=42.52%)
[2025-12-15T20:19:05.821881] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-15T20:19:05.822031] [INFO ] [sig       ] CING: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:05.961920] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CING.txt
[2025-12-15T20:19:05.962075] [INFO ] [sig       ] [705/3591] Completed CING in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-15T20:19:05.962136] [INFO ] [sig       ] [706/3591] Forecasting CIO...
[2025-12-15T20:19:05.962176] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-15T20:19:05.962218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-15T20:19:05.972693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-15T20:19:05.973022] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-15T20:19:05.973778] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-15T20:19:05.973828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:05.973859] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:05.973886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:05.973941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:06.029851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:06.030547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:06.030645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:06.030680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:06.150910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:06.151067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:06.151113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:06.151149] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:06.154596] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-15T20:19:06.154870] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-15T20:19:06.155000] [INFO ] [sig       ] CIO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:06.299106] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CIO.txt
[2025-12-15T20:19:06.299227] [INFO ] [sig       ] [706/3591] Completed CIO in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-15T20:19:06.299268] [INFO ] [sig       ] [707/3591] Forecasting CION...
[2025-12-15T20:19:06.299299] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-15T20:19:06.299331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-15T20:19:06.310204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-15T20:19:06.310535] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-15T20:19:06.311336] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-15T20:19:06.311388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:06.311420] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:06.311450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:06.311507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:06.372540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:06.373413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:06.373494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:06.373528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:06.504793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:06.504942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:06.504981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:06.505009] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:06.508853] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=43.53%)
[2025-12-15T20:19:06.509151] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-15T20:19:06.509487] [INFO ] [sig       ] CION: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:06.651468] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CION.txt
[2025-12-15T20:19:06.651614] [INFO ] [sig       ] [707/3591] Completed CION in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-15T20:19:06.651656] [INFO ] [sig       ] [708/3591] Forecasting CIVB...
[2025-12-15T20:19:06.651686] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-15T20:19:06.651715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-15T20:19:06.662322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-15T20:19:06.662676] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-15T20:19:06.663423] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-15T20:19:06.663474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:06.663505] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:06.663532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:06.663610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:06.719718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:06.720557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:06.720658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:06.720692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:06.843919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:06.844068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:06.844105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:06.844133] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:06.847359] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=79.55%)
[2025-12-15T20:19:06.847638] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-15T20:19:06.847758] [INFO ] [sig       ] CIVB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:06.994765] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CIVB.txt
[2025-12-15T20:19:06.994902] [INFO ] [sig       ] [708/3591] Completed CIVB in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-15T20:19:06.994943] [INFO ] [sig       ] [709/3591] Forecasting CIVI...
[2025-12-15T20:19:06.994981] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-15T20:19:06.995017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-15T20:19:07.006234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-15T20:19:07.006591] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-15T20:19:07.007337] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-15T20:19:07.007388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:07.007419] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:07.007446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:07.007502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:07.063336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:07.064027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:07.064106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:07.064139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:07.182990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:07.183137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:07.183193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:07.183224] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:07.186662] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=42.50%)
[2025-12-15T20:19:07.186938] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-15T20:19:07.187089] [INFO ] [sig       ] CIVI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:07.329046] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CIVI.txt
[2025-12-15T20:19:07.329190] [INFO ] [sig       ] [709/3591] Completed CIVI in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-15T20:19:07.329232] [INFO ] [sig       ] [710/3591] Forecasting CLB...
[2025-12-15T20:19:07.329262] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-15T20:19:07.329293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-15T20:19:07.340534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-15T20:19:07.340884] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-15T20:19:07.341695] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-15T20:19:07.341745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:07.341776] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:07.341802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:07.341857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:07.397425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:07.398070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:07.398175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:07.398207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:07.513149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:07.513293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:07.513332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:07.513360] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:07.516619] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2025-12-15T20:19:07.516882] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-15T20:19:07.517000] [INFO ] [sig       ] CLB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:07.654167] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CLB.txt
[2025-12-15T20:19:07.654284] [INFO ] [sig       ] [710/3591] Completed CLB in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-15T20:19:07.654321] [INFO ] [sig       ] [711/3591] Forecasting CLBK...
[2025-12-15T20:19:07.654351] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-15T20:19:07.654380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-15T20:19:07.665095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-15T20:19:07.665406] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-15T20:19:07.666164] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-15T20:19:07.666214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:07.666245] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:07.666271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:07.666327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:07.722300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:07.723175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:07.723255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:07.723287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:07.836368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:07.836476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:07.836511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:07.836539] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:07.839776] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-15T20:19:07.840051] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-15T20:19:07.840190] [INFO ] [sig       ] CLBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:07.978030] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CLBK.txt
[2025-12-15T20:19:07.978181] [INFO ] [sig       ] [711/3591] Completed CLBK in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:07.978221] [INFO ] [sig       ] [712/3591] Forecasting CLCO...
[2025-12-15T20:19:07.978252] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-15T20:19:07.978282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-15T20:19:07.988835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-15T20:19:07.989222] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-15T20:19:07.989989] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-15T20:19:07.990041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:07.990073] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:07.990099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:07.990155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:08.045402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:08.046246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:08.046329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:08.046362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:08.163588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:08.163722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:08.163762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:08.163790] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:08.167108] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=53.17%)
[2025-12-15T20:19:08.167383] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-15T20:19:08.167505] [INFO ] [sig       ] CLCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:08.304996] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CLCO.txt
[2025-12-15T20:19:08.305129] [INFO ] [sig       ] [712/3591] Completed CLCO in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:08.305175] [INFO ] [sig       ] [713/3591] Forecasting CLDX...
[2025-12-15T20:19:08.305204] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-15T20:19:08.305238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-15T20:19:08.316214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-15T20:19:08.316530] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-15T20:19:08.317330] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-15T20:19:08.317381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:08.317425] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:08.317453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:08.317509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:08.373650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:08.374274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:08.374352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:08.374383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:08.494131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:08.494255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:08.494291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:08.494320] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:08.497556] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-12-15T20:19:08.497833] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-15T20:19:08.497951] [INFO ] [sig       ] CLDX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:08.637883] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CLDX.txt
[2025-12-15T20:19:08.638026] [INFO ] [sig       ] [713/3591] Completed CLDX in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:08.638074] [INFO ] [sig       ] [714/3591] Forecasting CLF...
[2025-12-15T20:19:08.638110] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-15T20:19:08.638147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-15T20:19:08.648828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-15T20:19:08.649156] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-15T20:19:08.649934] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-15T20:19:08.649989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:08.650026] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:08.650058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:08.650131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:08.705768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:08.706355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:08.706430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:08.706462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:08.829621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:08.829767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:08.829807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:08.829835] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:08.833133] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-12-15T20:19:08.833393] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-15T20:19:08.833516] [INFO ] [sig       ] CLF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:08.970804] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CLF.txt
[2025-12-15T20:19:08.970949] [INFO ] [sig       ] [714/3591] Completed CLF in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:08.970991] [INFO ] [sig       ] [715/3591] Forecasting CLFD...
[2025-12-15T20:19:08.971026] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-15T20:19:08.971063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-15T20:19:08.982182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-15T20:19:08.982569] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-15T20:19:08.983378] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-15T20:19:08.983429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:08.983462] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:08.983489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:08.983545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:09.039973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:09.040815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:09.040893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:09.040925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:09.166833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:09.167199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:09.167264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:09.167294] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:09.171796] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-15T20:19:09.172110] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-15T20:19:09.172242] [INFO ] [sig       ] CLFD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:09.308132] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CLFD.txt
[2025-12-15T20:19:09.308258] [INFO ] [sig       ] [715/3591] Completed CLFD in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:09.308301] [INFO ] [sig       ] [716/3591] Forecasting CLH...
[2025-12-15T20:19:09.308331] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-15T20:19:09.308361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-15T20:19:09.319923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-15T20:19:09.320264] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-15T20:19:09.321072] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-15T20:19:09.321122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:09.321154] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:09.321179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:09.321235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:09.375904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:09.376557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:09.376660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:09.376694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:09.494708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:09.494854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:09.494892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:09.494920] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:09.498176] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=69.24%)
[2025-12-15T20:19:09.498437] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-15T20:19:09.498555] [INFO ] [sig       ] CLH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:09.643746] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CLH.txt
[2025-12-15T20:19:09.643902] [INFO ] [sig       ] [716/3591] Completed CLH in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:09.643945] [INFO ] [sig       ] [717/3591] Forecasting CLLS...
[2025-12-15T20:19:09.643982] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-15T20:19:09.644015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-15T20:19:09.657459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-15T20:19:09.657913] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-15T20:19:09.658897] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-15T20:19:09.658973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:09.659054] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:09.659096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:09.659178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:09.720718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:09.721643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:09.721735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:09.721772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:09.847426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:09.847592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:09.847634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:09.847662] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:09.850937] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=25.45%)
[2025-12-15T20:19:09.851232] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-15T20:19:09.851352] [INFO ] [sig       ] CLLS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:09.988096] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CLLS.txt
[2025-12-15T20:19:09.988212] [INFO ] [sig       ] [717/3591] Completed CLLS in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:09.988250] [INFO ] [sig       ] [718/3591] Forecasting CLMB...
[2025-12-15T20:19:09.988280] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-15T20:19:09.988309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-15T20:19:09.999645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-15T20:19:09.999964] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-15T20:19:10.000747] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-15T20:19:10.000798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:10.000829] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:10.000855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:10.000911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:10.055971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:10.056549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:10.056641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:10.056674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:10.172272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:10.172425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:10.172466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:10.172495] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:10.175803] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-15T20:19:10.176106] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-15T20:19:10.176233] [INFO ] [sig       ] CLMB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:10.317256] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CLMB.txt
[2025-12-15T20:19:10.317406] [INFO ] [sig       ] [718/3591] Completed CLMB in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:10.317446] [INFO ] [sig       ] [719/3591] Forecasting CLNE...
[2025-12-15T20:19:10.317475] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-15T20:19:10.317506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-15T20:19:10.328518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-15T20:19:10.328939] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-15T20:19:10.329732] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-15T20:19:10.329783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:10.329815] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:10.329842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:10.329898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:10.385903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:10.386735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:10.386814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:10.386847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:10.505759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:10.505908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:10.505946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:10.505974] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:10.509237] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-15T20:19:10.509504] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-15T20:19:10.509644] [INFO ] [sig       ] CLNE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:10.653068] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CLNE.txt
[2025-12-15T20:19:10.653196] [INFO ] [sig       ] [719/3591] Completed CLNE in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:10.653235] [INFO ] [sig       ] [720/3591] Forecasting CLNN...
[2025-12-15T20:19:10.653264] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-15T20:19:10.653295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-15T20:19:10.663740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-15T20:19:10.664046] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-15T20:19:10.664805] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-15T20:19:10.664855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:10.664888] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:10.664922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:10.664978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:10.720426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:10.721049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:10.721129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:10.721161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:10.835508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:10.835640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:10.835678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:10.835755] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:10.839221] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=22.35%)
[2025-12-15T20:19:10.839494] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-15T20:19:10.839641] [INFO ] [sig       ] CLNN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:10.976229] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CLNN.txt
[2025-12-15T20:19:10.976344] [INFO ] [sig       ] [720/3591] Completed CLNN in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:10.976382] [INFO ] [sig       ] [721/3591] Forecasting CLOA...
[2025-12-15T20:19:10.976410] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-15T20:19:10.976439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-15T20:19:10.987053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-15T20:19:10.987356] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-15T20:19:10.988122] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-15T20:19:10.988188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:10.988220] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:10.988247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:10.988304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:11.043302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:11.043941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:11.044017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:11.044048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:11.141535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:11.141676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:11.141722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:11.141754] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:11.145032] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-15T20:19:11.145315] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-15T20:19:11.145439] [INFO ] [sig       ] CLOA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:11.280073] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CLOA.txt
[2025-12-15T20:19:11.280202] [INFO ] [sig       ] [721/3591] Completed CLOA in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-15T20:19:11.280241] [INFO ] [sig       ] [722/3591] Forecasting CLRB...
[2025-12-15T20:19:11.280271] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-15T20:19:11.280299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-15T20:19:11.291062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-15T20:19:11.291451] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-15T20:19:11.292250] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-15T20:19:11.292303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:11.292335] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:11.292362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:11.292420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:11.349737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:11.350596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:11.350678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:11.350729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:11.472463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:11.472626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:11.472668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:11.472698] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:11.476080] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-15T20:19:11.476351] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-15T20:19:11.476472] [INFO ] [sig       ] CLRB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:11.615412] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CLRB.txt
[2025-12-15T20:19:11.615531] [INFO ] [sig       ] [722/3591] Completed CLRB in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-15T20:19:11.615586] [INFO ] [sig       ] [723/3591] Forecasting CLRO...
[2025-12-15T20:19:11.615618] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-15T20:19:11.615648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-15T20:19:11.625746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-15T20:19:11.626063] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-15T20:19:11.626826] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-15T20:19:11.626877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:11.626908] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:11.626934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:11.626990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:11.684021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:11.684645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:11.684724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:11.684757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:11.795693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:11.795845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:11.795884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:11.795914] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:11.799786] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-15T20:19:11.800068] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-15T20:19:11.800216] [INFO ] [sig       ] CLRO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:11.939435] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CLRO.txt
[2025-12-15T20:19:11.939556] [INFO ] [sig       ] [723/3591] Completed CLRO in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-15T20:19:11.939613] [INFO ] [sig       ] [724/3591] Forecasting CLS...
[2025-12-15T20:19:11.939644] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-15T20:19:11.939674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-15T20:19:11.950937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-15T20:19:11.951279] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-15T20:19:11.952066] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-15T20:19:11.952117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:11.952149] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:11.952190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:11.952249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:12.009461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:12.010099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:12.010190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:12.010231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:12.134144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:12.134279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:12.134317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:12.134346] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:12.137627] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=34.74%)
[2025-12-15T20:19:12.137893] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-15T20:19:12.138018] [INFO ] [sig       ] CLS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:12.275727] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CLS.txt
[2025-12-15T20:19:12.275843] [INFO ] [sig       ] [724/3591] Completed CLS in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-15T20:19:12.275884] [INFO ] [sig       ] [725/3591] Forecasting CLX...
[2025-12-15T20:19:12.275925] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-15T20:19:12.275957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-15T20:19:12.287066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-15T20:19:12.287396] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-15T20:19:12.288245] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-15T20:19:12.288299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:12.288331] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:12.288358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:12.288417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:12.346158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:12.346799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:12.346876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:12.346908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:12.468291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:12.468444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:12.468483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:12.468513] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:12.471930] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-15T20:19:12.472199] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-15T20:19:12.472321] [INFO ] [sig       ] CLX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:12.616386] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CLX.txt
[2025-12-15T20:19:12.616509] [INFO ] [sig       ] [725/3591] Completed CLX in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-15T20:19:12.616548] [INFO ] [sig       ] [726/3591] Forecasting CM...
[2025-12-15T20:19:12.616594] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-15T20:19:12.616625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-15T20:19:12.627273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-15T20:19:12.627621] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-15T20:19:12.628411] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-15T20:19:12.628476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:12.628509] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:12.628536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:12.628616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:12.687012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:12.687732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:12.687925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:12.687975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:12.806511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:12.806688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:12.806732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:12.806761] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:12.810189] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-15T20:19:12.810458] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-15T20:19:12.810600] [INFO ] [sig       ] CM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:12.950049] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CM.txt
[2025-12-15T20:19:12.950189] [INFO ] [sig       ] [726/3591] Completed CM in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-15T20:19:12.950241] [INFO ] [sig       ] [727/3591] Forecasting CMA...
[2025-12-15T20:19:12.950280] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-15T20:19:12.950313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-15T20:19:12.960835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-15T20:19:12.961172] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-15T20:19:12.961977] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-15T20:19:12.962029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:12.962061] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:12.962089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:12.962147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:13.019799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:13.020452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:13.020533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:13.020611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:13.140914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:13.141046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:13.141085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:13.141113] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:13.144345] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-15T20:19:13.144643] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-15T20:19:13.144775] [INFO ] [sig       ] CMA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:13.284175] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMA.txt
[2025-12-15T20:19:13.284305] [INFO ] [sig       ] [727/3591] Completed CMA in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-15T20:19:13.284345] [INFO ] [sig       ] [728/3591] Forecasting CMC...
[2025-12-15T20:19:13.284374] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-15T20:19:13.284404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-15T20:19:13.295153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-15T20:19:13.295468] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-15T20:19:13.296236] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-15T20:19:13.296287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:13.296318] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:13.296345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:13.296400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:13.353334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:13.354008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:13.354087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:13.354127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:13.477149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:13.477300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:13.477339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:13.477367] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:13.480695] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-12-15T20:19:13.480967] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-15T20:19:13.481088] [INFO ] [sig       ] CMC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:13.620206] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMC.txt
[2025-12-15T20:19:13.620367] [INFO ] [sig       ] [728/3591] Completed CMC in 0.3s | 2.93 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-15T20:19:13.620410] [INFO ] [sig       ] [729/3591] Forecasting CMCM...
[2025-12-15T20:19:13.620439] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-15T20:19:13.620468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-15T20:19:13.630802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-15T20:19:13.631131] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-15T20:19:13.631918] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-15T20:19:13.631969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:13.632000] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:13.632026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:13.632081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:13.688670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:13.689444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:13.689526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:13.689560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:13.802037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:13.802189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:13.802229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:13.802258] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:13.805700] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-15T20:19:13.806004] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-15T20:19:13.806140] [INFO ] [sig       ] CMCM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:13.950269] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CMCM.txt
[2025-12-15T20:19:13.950412] [INFO ] [sig       ] [729/3591] Completed CMCM in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:13.950453] [INFO ] [sig       ] [730/3591] Forecasting CMCO...
[2025-12-15T20:19:13.950483] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-15T20:19:13.950511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-15T20:19:13.961839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-15T20:19:13.962205] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-15T20:19:13.962998] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-15T20:19:13.963050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:13.963082] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:13.963110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:13.963167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:14.026642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:14.027456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:14.027542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:14.027607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:14.149129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:14.149278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:14.149320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:14.149350] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:14.152809] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-15T20:19:14.153087] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-15T20:19:14.153216] [INFO ] [sig       ] CMCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:14.296880] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMCO.txt
[2025-12-15T20:19:14.297057] [INFO ] [sig       ] [730/3591] Completed CMCO in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:14.297097] [INFO ] [sig       ] [731/3591] Forecasting CMCSA...
[2025-12-15T20:19:14.297127] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-15T20:19:14.297156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-15T20:19:14.308171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-15T20:19:14.308531] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-15T20:19:14.309357] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-15T20:19:14.309409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:14.309440] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:14.309467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:14.309523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:14.367106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:14.367900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:14.367981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:14.368015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:14.490488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:14.490655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:14.490697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:14.490726] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:14.494118] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-15T20:19:14.494414] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-15T20:19:14.494541] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:14.636727] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CMCSA.txt
[2025-12-15T20:19:14.636874] [INFO ] [sig       ] [731/3591] Completed CMCSA in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:14.636914] [INFO ] [sig       ] [732/3591] Forecasting CME...
[2025-12-15T20:19:14.636943] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-15T20:19:14.636974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-15T20:19:14.648388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-15T20:19:14.648767] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-15T20:19:14.649592] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-15T20:19:14.649645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:14.649676] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:14.649702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:14.649758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:14.708164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:14.709076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:14.709161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:14.709198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:14.835328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:14.835527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:14.835583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:14.835615] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:14.838947] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-12-15T20:19:14.839212] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-15T20:19:14.839337] [INFO ] [sig       ] CME: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:14.983989] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CME.txt
[2025-12-15T20:19:14.984143] [INFO ] [sig       ] [732/3591] Completed CME in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:14.984185] [INFO ] [sig       ] [733/3591] Forecasting CMG...
[2025-12-15T20:19:14.984217] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-15T20:19:14.984247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-15T20:19:14.996865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-15T20:19:14.997236] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-15T20:19:14.998017] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-15T20:19:14.998067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:14.998099] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:14.998125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:14.998186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:15.053924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:15.054725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:15.054804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:15.054836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:15.175086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:15.175258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:15.175298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:15.175327] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:15.178767] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=36.52%)
[2025-12-15T20:19:15.179069] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-15T20:19:15.179196] [INFO ] [sig       ] CMG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:15.332464] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMG.txt
[2025-12-15T20:19:15.332637] [INFO ] [sig       ] [733/3591] Completed CMG in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:15.332680] [INFO ] [sig       ] [734/3591] Forecasting CMI...
[2025-12-15T20:19:15.332709] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-15T20:19:15.332739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-15T20:19:15.344198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-15T20:19:15.344587] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-15T20:19:15.345386] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-15T20:19:15.345437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:15.345521] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:15.345549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:15.345621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:15.401280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:15.402083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:15.402163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:15.402195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:15.532083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:15.532235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:15.532275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:15.532305] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:15.535803] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-15T20:19:15.536081] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-15T20:19:15.536210] [INFO ] [sig       ] CMI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:15.682381] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CMI.txt
[2025-12-15T20:19:15.682533] [INFO ] [sig       ] [734/3591] Completed CMI in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:15.682594] [INFO ] [sig       ] [735/3591] Forecasting CMMB...
[2025-12-15T20:19:15.682627] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-15T20:19:15.682659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-15T20:19:15.694013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-15T20:19:15.694396] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-15T20:19:15.695276] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-15T20:19:15.695331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:15.695363] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:15.695391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:15.695448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:15.752435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:15.753346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:15.753433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:15.753467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:15.881156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:15.881339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:15.881388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:15.881419] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:15.884890] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-15T20:19:15.885169] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-15T20:19:15.885319] [INFO ] [sig       ] CMMB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:16.025359] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CMMB.txt
[2025-12-15T20:19:16.025487] [INFO ] [sig       ] [735/3591] Completed CMMB in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:16.025525] [INFO ] [sig       ] [736/3591] Forecasting CMP...
[2025-12-15T20:19:16.025554] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-15T20:19:16.025600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-15T20:19:16.038754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-15T20:19:16.039198] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-15T20:19:16.040078] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-15T20:19:16.040132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:16.040165] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:16.040191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:16.040255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:16.100422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:16.101419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:16.101507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:16.101540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:16.229897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:16.230069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:16.230115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:16.230145] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:16.233969] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-15T20:19:16.234260] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-15T20:19:16.234387] [INFO ] [sig       ] CMP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:16.378393] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMP.txt
[2025-12-15T20:19:16.378543] [INFO ] [sig       ] [736/3591] Completed CMP in 0.4s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:16.378602] [INFO ] [sig       ] [737/3591] Forecasting CMPO...
[2025-12-15T20:19:16.378634] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-15T20:19:16.378664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-15T20:19:16.390915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-15T20:19:16.391292] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-15T20:19:16.392115] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-15T20:19:16.392169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:16.392217] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:16.392245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:16.392301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:16.454192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:16.455072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:16.455157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:16.455199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:16.576864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:16.577012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:16.577050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:16.577122] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:16.580664] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=48.28%)
[2025-12-15T20:19:16.580935] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-15T20:19:16.581057] [INFO ] [sig       ] CMPO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:16.720651] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMPO.txt
[2025-12-15T20:19:16.720782] [INFO ] [sig       ] [737/3591] Completed CMPO in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:16.720822] [INFO ] [sig       ] [738/3591] Forecasting CMPS...
[2025-12-15T20:19:16.720852] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-15T20:19:16.720882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-15T20:19:16.731585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-15T20:19:16.731902] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-15T20:19:16.732709] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-15T20:19:16.732761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:16.732794] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:16.732822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:16.732879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:16.789398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:16.790056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:16.790136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:16.790178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:16.913210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:16.913365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:16.913407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:16.913438] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:16.916793] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-12-15T20:19:16.917061] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-15T20:19:16.917182] [INFO ] [sig       ] CMPS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:17.055229] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CMPS.txt
[2025-12-15T20:19:17.055360] [INFO ] [sig       ] [738/3591] Completed CMPS in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-15T20:19:17.055400] [INFO ] [sig       ] [739/3591] Forecasting CMPX...
[2025-12-15T20:19:17.055429] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-15T20:19:17.055459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-15T20:19:17.066450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-15T20:19:17.066794] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-15T20:19:17.067585] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-15T20:19:17.067637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:17.067667] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:17.067693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:17.067750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:17.124144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:17.124825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:17.124903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:17.124935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:17.240464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:17.240628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:17.240671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:17.240704] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:17.244071] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-12-15T20:19:17.244343] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-15T20:19:17.244467] [INFO ] [sig       ] CMPX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:17.389812] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMPX.txt
[2025-12-15T20:19:17.389980] [INFO ] [sig       ] [739/3591] Completed CMPX in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-15T20:19:17.390022] [INFO ] [sig       ] [740/3591] Forecasting CMRE...
[2025-12-15T20:19:17.390051] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-15T20:19:17.390081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-15T20:19:17.401614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-15T20:19:17.402010] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-15T20:19:17.402805] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-15T20:19:17.402856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:17.402887] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:17.402914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:17.402970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:17.458849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:17.459710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:17.459791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:17.459823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:17.581006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:17.581155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:17.581196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:17.581230] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:17.584591] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=81.94%)
[2025-12-15T20:19:17.584856] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-15T20:19:17.584976] [INFO ] [sig       ] CMRE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:17.726971] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CMRE.txt
[2025-12-15T20:19:17.727116] [INFO ] [sig       ] [740/3591] Completed CMRE in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-15T20:19:17.727169] [INFO ] [sig       ] [741/3591] Forecasting CMS...
[2025-12-15T20:19:17.727201] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-15T20:19:17.727229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-15T20:19:17.739216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-15T20:19:17.739628] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-15T20:19:17.740390] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-15T20:19:17.740445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:17.740478] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:17.740506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:17.740565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:17.798839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:17.799555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:17.799653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:17.799688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:17.926324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:17.926472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:17.926514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:17.926549] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:17.929894] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=99.85%)
[2025-12-15T20:19:17.930164] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-15T20:19:17.930293] [INFO ] [sig       ] CMS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:18.068178] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CMS.txt
[2025-12-15T20:19:18.068317] [INFO ] [sig       ] [741/3591] Completed CMS in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-15T20:19:18.068358] [INFO ] [sig       ] [742/3591] Forecasting CMSA...
[2025-12-15T20:19:18.068388] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-15T20:19:18.068418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-15T20:19:18.079982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-15T20:19:18.080326] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-15T20:19:18.081123] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-15T20:19:18.081178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:18.081211] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:18.081239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:18.081297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:18.138555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:18.139293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:18.139375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:18.139410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:18.252832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:18.252985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:18.253023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:18.253050] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:18.256444] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=41.92%)
[2025-12-15T20:19:18.256736] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-15T20:19:18.256896] [INFO ] [sig       ] CMSA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:18.400152] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMSA.txt
[2025-12-15T20:19:18.400454] [INFO ] [sig       ] [742/3591] Completed CMSA in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-15T20:19:18.400518] [INFO ] [sig       ] [743/3591] Forecasting CMSC...
[2025-12-15T20:19:18.400551] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-15T20:19:18.400597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-15T20:19:18.413005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-15T20:19:18.413391] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-15T20:19:18.414264] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-15T20:19:18.414315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:18.414346] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:18.414373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:18.414428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:18.476714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:18.477558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:18.477692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:18.477727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:18.589735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:18.589890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:18.589930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:18.589958] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:18.593314] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-15T20:19:18.593607] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-15T20:19:18.593730] [INFO ] [sig       ] CMSC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:18.733120] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMSC.txt
[2025-12-15T20:19:18.733266] [INFO ] [sig       ] [743/3591] Completed CMSC in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-15T20:19:18.733305] [INFO ] [sig       ] [744/3591] Forecasting CMSD...
[2025-12-15T20:19:18.733337] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-15T20:19:18.733366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-15T20:19:18.744207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-15T20:19:18.744607] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-15T20:19:18.745437] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-15T20:19:18.745489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:18.745519] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:18.745546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:18.745623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:18.803384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:18.804247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:18.804376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:18.804413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:18.927627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:18.927796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:18.927837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:18.927902] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:18.931310] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=80.94%)
[2025-12-15T20:19:18.931608] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-15T20:19:18.931735] [INFO ] [sig       ] CMSD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:19.080618] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CMSD.txt
[2025-12-15T20:19:19.080783] [INFO ] [sig       ] [744/3591] Completed CMSD in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-15T20:19:19.080825] [INFO ] [sig       ] [745/3591] Forecasting CMTG...
[2025-12-15T20:19:19.080884] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-15T20:19:19.080927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-15T20:19:19.092740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-15T20:19:19.093153] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-15T20:19:19.093995] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-15T20:19:19.094048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:19.094085] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:19.094124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:19.094200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:19.158042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:19.158936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:19.159035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:19.159074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:19.280811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:19.280972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:19.281012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:19.281041] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:19.284372] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-15T20:19:19.284672] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-15T20:19:19.284803] [INFO ] [sig       ] CMTG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:19.424856] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMTG.txt
[2025-12-15T20:19:19.425012] [INFO ] [sig       ] [745/3591] Completed CMTG in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-15T20:19:19.425052] [INFO ] [sig       ] [746/3591] Forecasting CMTL...
[2025-12-15T20:19:19.425082] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-15T20:19:19.425111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-15T20:19:19.436133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-15T20:19:19.436508] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-15T20:19:19.437292] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-15T20:19:19.437354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:19.437391] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:19.437419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:19.437474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:19.493996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:19.494893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:19.494995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:19.495029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:19.618238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:19.618396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:19.618438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:19.618468] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:19.621950] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-15T20:19:19.622228] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-15T20:19:19.622363] [INFO ] [sig       ] CMTL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:19.768104] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CMTL.txt
[2025-12-15T20:19:19.768264] [INFO ] [sig       ] [746/3591] Completed CMTL in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-15T20:19:19.768314] [INFO ] [sig       ] [747/3591] Forecasting CNA...
[2025-12-15T20:19:19.768350] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-15T20:19:19.768385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-15T20:19:19.779870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-15T20:19:19.780256] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-15T20:19:19.781341] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-15T20:19:19.781394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:19.781427] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:19.781454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:19.781509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:19.849836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:19.850895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:19.851003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:19.851054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:19.976836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:19.976991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:19.977033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:19.977063] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:19.980449] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2025-12-15T20:19:19.980744] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-15T20:19:19.980875] [INFO ] [sig       ] CNA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:20.118267] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNA.txt
[2025-12-15T20:19:20.118432] [INFO ] [sig       ] [747/3591] Completed CNA in 0.4s | 2.93 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-15T20:19:20.118473] [INFO ] [sig       ] [748/3591] Forecasting CNC...
[2025-12-15T20:19:20.118504] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-15T20:19:20.118534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-15T20:19:20.129219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-15T20:19:20.129562] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-15T20:19:20.130336] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-15T20:19:20.130387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:20.130418] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:20.130482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:20.130541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:20.185977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:20.186740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:20.186821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:20.186853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:20.301830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:20.301979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:20.302019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:20.302061] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:20.305320] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-15T20:19:20.305601] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-15T20:19:20.305724] [INFO ] [sig       ] CNC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:20.441198] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CNC.txt
[2025-12-15T20:19:20.441327] [INFO ] [sig       ] [748/3591] Completed CNC in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-15T20:19:20.441365] [INFO ] [sig       ] [749/3591] Forecasting CNF...
[2025-12-15T20:19:20.441395] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-15T20:19:20.441423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-15T20:19:20.452874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-15T20:19:20.453227] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-15T20:19:20.453999] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-15T20:19:20.454050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:20.454080] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:20.454107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:20.454162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:20.509065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:20.509868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:20.509950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:20.509983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:20.618771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:20.618945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:20.618994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:20.619024] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:20.622653] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2025-12-15T20:19:20.622970] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-15T20:19:20.623101] [INFO ] [sig       ] CNF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:20.762924] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNF.txt
[2025-12-15T20:19:20.763063] [INFO ] [sig       ] [749/3591] Completed CNF in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-15T20:19:20.763103] [INFO ] [sig       ] [750/3591] Forecasting CNI...
[2025-12-15T20:19:20.763133] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-15T20:19:20.763163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-15T20:19:20.774424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-15T20:19:20.774783] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-15T20:19:20.775538] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-15T20:19:20.775607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:20.775640] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:20.775667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:20.775723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:20.830768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:20.831389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:20.831467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:20.831499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:20.949037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:20.949200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:20.949240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:20.949275] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:20.952827] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-12-15T20:19:20.953211] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-15T20:19:20.953352] [INFO ] [sig       ] CNI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:21.093648] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNI.txt
[2025-12-15T20:19:21.093800] [INFO ] [sig       ] [750/3591] Completed CNI in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-15T20:19:21.093841] [INFO ] [sig       ] [751/3591] Forecasting CNK...
[2025-12-15T20:19:21.093871] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-15T20:19:21.093901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-15T20:19:21.104859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-15T20:19:21.105235] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-15T20:19:21.106015] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-15T20:19:21.106065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:21.106124] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:21.106152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:21.106211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:21.161036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:21.161898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:21.161981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:21.162012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:21.283298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:21.283450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:21.283489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:21.283518] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:21.286790] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-12-15T20:19:21.287056] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-15T20:19:21.287181] [INFO ] [sig       ] CNK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:21.424861] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CNK.txt
[2025-12-15T20:19:21.425002] [INFO ] [sig       ] [751/3591] Completed CNK in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-15T20:19:21.425041] [INFO ] [sig       ] [752/3591] Forecasting CNM...
[2025-12-15T20:19:21.425071] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-15T20:19:21.425107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-15T20:19:21.436482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-15T20:19:21.436846] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-15T20:19:21.437632] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-15T20:19:21.437685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:21.437716] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:21.437743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:21.437799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:21.494828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:21.495704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:21.495786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:21.495819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:21.621726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:21.621889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:21.621939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:21.621989] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:21.625435] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=91.27%)
[2025-12-15T20:19:21.625729] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-15T20:19:21.625855] [INFO ] [sig       ] CNM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:21.763260] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNM.txt
[2025-12-15T20:19:21.763389] [INFO ] [sig       ] [752/3591] Completed CNM in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-15T20:19:21.763427] [INFO ] [sig       ] [753/3591] Forecasting CNMD...
[2025-12-15T20:19:21.763456] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-15T20:19:21.763486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-15T20:19:21.774458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-15T20:19:21.774817] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-15T20:19:21.775554] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-15T20:19:21.775628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:21.775661] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:21.775686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:21.775742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:21.833304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:21.833956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:21.834033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:21.834065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:21.955768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:21.955927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:21.955968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:21.955997] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:21.959466] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-15T20:19:21.959797] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-15T20:19:21.959935] [INFO ] [sig       ] CNMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:22.102237] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CNMD.txt
[2025-12-15T20:19:22.102390] [INFO ] [sig       ] [753/3591] Completed CNMD in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-15T20:19:22.102440] [INFO ] [sig       ] [754/3591] Forecasting CNNE...
[2025-12-15T20:19:22.102471] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-15T20:19:22.102509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-15T20:19:22.114032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-15T20:19:22.114356] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-15T20:19:22.115138] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-15T20:19:22.115189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:22.115219] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:22.115245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:22.115301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:22.172303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:22.173011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:22.173092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:22.173125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:22.294964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:22.295113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:22.295151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:22.295212] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:22.298534] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-15T20:19:22.298885] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-15T20:19:22.299050] [INFO ] [sig       ] CNNE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:22.436649] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNNE.txt
[2025-12-15T20:19:22.436770] [INFO ] [sig       ] [754/3591] Completed CNNE in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-15T20:19:22.436810] [INFO ] [sig       ] [755/3591] Forecasting CNO...
[2025-12-15T20:19:22.436838] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-15T20:19:22.436868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-15T20:19:22.448083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-15T20:19:22.448455] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-15T20:19:22.449300] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-15T20:19:22.449352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:22.449383] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:22.449408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:22.449468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:22.505097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:22.505790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:22.505867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:22.505898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:22.627544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:22.627716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:22.627757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:22.627784] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:22.631316] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-15T20:19:22.631667] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-15T20:19:22.631806] [INFO ] [sig       ] CNO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:22.773824] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CNO.txt
[2025-12-15T20:19:22.773993] [INFO ] [sig       ] [755/3591] Completed CNO in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-15T20:19:22.774037] [INFO ] [sig       ] [756/3591] Forecasting CNOB...
[2025-12-15T20:19:22.774066] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-15T20:19:22.774095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-15T20:19:22.784708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-15T20:19:22.785079] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-15T20:19:22.785851] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-15T20:19:22.785906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:22.785937] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:22.785964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:22.786020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:22.842543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:22.843409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:22.843510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:22.843548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:22.962602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:22.962756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:22.962795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:22.962825] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:22.966325] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-15T20:19:22.966607] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-15T20:19:22.966731] [INFO ] [sig       ] CNOB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:23.104269] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CNOB.txt
[2025-12-15T20:19:23.104401] [INFO ] [sig       ] [756/3591] Completed CNOB in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-15T20:19:23.104442] [INFO ] [sig       ] [757/3591] Forecasting CNP...
[2025-12-15T20:19:23.104470] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-15T20:19:23.104500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-15T20:19:23.115389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-15T20:19:23.115710] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-15T20:19:23.116449] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-15T20:19:23.116500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:23.116532] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:23.116566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:23.116642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:23.172717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:23.173597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:23.173688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:23.173721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:23.296937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:23.297108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:23.297149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:23.297179] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:23.300590] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-15T20:19:23.300873] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-15T20:19:23.301000] [INFO ] [sig       ] CNP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:23.440241] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNP.txt
[2025-12-15T20:19:23.440396] [INFO ] [sig       ] [757/3591] Completed CNP in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-15T20:19:23.440436] [INFO ] [sig       ] [758/3591] Forecasting CNQ...
[2025-12-15T20:19:23.440468] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-15T20:19:23.440498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-15T20:19:23.451536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-15T20:19:23.451910] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-15T20:19:23.452704] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-15T20:19:23.452756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:23.452787] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:23.452814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:23.452872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:23.509599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:23.510447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:23.510531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:23.510562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:23.636546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:23.636716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:23.636757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:23.636786] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:23.640254] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-12-15T20:19:23.640556] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-15T20:19:23.640711] [INFO ] [sig       ] CNQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:23.785829] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNQ.txt
[2025-12-15T20:19:23.785994] [INFO ] [sig       ] [758/3591] Completed CNQ in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-15T20:19:23.786045] [INFO ] [sig       ] [759/3591] Forecasting CNS...
[2025-12-15T20:19:23.786088] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-15T20:19:23.786121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-15T20:19:23.797045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-15T20:19:23.797413] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-15T20:19:23.798283] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-15T20:19:23.798342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:23.798381] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:23.798414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:23.798489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:23.858218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:23.859180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:23.859270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:23.859301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:23.978665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:23.978821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:23.978862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:23.978890] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:23.982347] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-12-15T20:19:23.982664] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-15T20:19:23.982796] [INFO ] [sig       ] CNS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:24.121267] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CNS.txt
[2025-12-15T20:19:24.121410] [INFO ] [sig       ] [759/3591] Completed CNS in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-15T20:19:24.121451] [INFO ] [sig       ] [760/3591] Forecasting CNSP...
[2025-12-15T20:19:24.121482] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-15T20:19:24.121513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-15T20:19:24.132364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-15T20:19:24.132788] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-15T20:19:24.133564] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-15T20:19:24.133640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:24.133672] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:24.133700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:24.133757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:24.192974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:24.193870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:24.193953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:24.193987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:24.320934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:24.321086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:24.321126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:24.321155] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:24.324651] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-15T20:19:24.324971] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-15T20:19:24.325107] [INFO ] [sig       ] CNSP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:24.466071] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNSP.txt
[2025-12-15T20:19:24.466220] [INFO ] [sig       ] [760/3591] Completed CNSP in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-15T20:19:24.466259] [INFO ] [sig       ] [761/3591] Forecasting CNTA...
[2025-12-15T20:19:24.466287] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-15T20:19:24.466317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-15T20:19:24.477233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-15T20:19:24.477660] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-15T20:19:24.478479] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-15T20:19:24.478533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:24.478605] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:24.478643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:24.478702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:24.534282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:24.534959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:24.535081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:24.535132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:24.649945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:24.650088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:24.650128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:24.650157] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:24.653429] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-15T20:19:24.653712] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-15T20:19:24.653834] [INFO ] [sig       ] CNTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:24.791136] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNTA.txt
[2025-12-15T20:19:24.791284] [INFO ] [sig       ] [761/3591] Completed CNTA in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-15T20:19:24.791324] [INFO ] [sig       ] [762/3591] Forecasting CNTY...
[2025-12-15T20:19:24.791356] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-15T20:19:24.791387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-15T20:19:24.802453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-15T20:19:24.802831] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-15T20:19:24.803616] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-15T20:19:24.803671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:24.803703] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:24.803729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:24.803785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:24.858781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:24.859724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:24.859811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:24.859843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:24.984080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:24.984206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:24.984244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:24.984272] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:24.987583] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-12-15T20:19:24.987854] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-15T20:19:24.987982] [INFO ] [sig       ] CNTY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:25.125497] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CNTY.txt
[2025-12-15T20:19:25.125670] [INFO ] [sig       ] [762/3591] Completed CNTY in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-15T20:19:25.125713] [INFO ] [sig       ] [763/3591] Forecasting CNVS...
[2025-12-15T20:19:25.125744] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-15T20:19:25.125775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-15T20:19:25.139829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-15T20:19:25.140272] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-15T20:19:25.141373] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-15T20:19:25.141439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:25.141481] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:25.141521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:25.141628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:25.205511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:25.206522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:25.206656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:25.206693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:25.327843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:25.327995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:25.328036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:25.328064] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:25.331480] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=85.41%)
[2025-12-15T20:19:25.331773] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-15T20:19:25.331912] [INFO ] [sig       ] CNVS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:25.470629] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNVS.txt
[2025-12-15T20:19:25.470757] [INFO ] [sig       ] [763/3591] Completed CNVS in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-15T20:19:25.470806] [INFO ] [sig       ] [764/3591] Forecasting CNX...
[2025-12-15T20:19:25.470837] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-15T20:19:25.470867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-15T20:19:25.481611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-15T20:19:25.481955] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-15T20:19:25.482755] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-15T20:19:25.482806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:25.482838] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:25.482864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:25.482920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:25.539355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:25.540017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:25.540093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:25.540124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:25.662558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:25.662722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:25.662762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:25.662791] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:25.666099] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=54.36%)
[2025-12-15T20:19:25.666362] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-15T20:19:25.666485] [INFO ] [sig       ] CNX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:25.804813] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNX.txt
[2025-12-15T20:19:25.804968] [INFO ] [sig       ] [764/3591] Completed CNX in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-15T20:19:25.805015] [INFO ] [sig       ] [765/3591] Forecasting CNXC...
[2025-12-15T20:19:25.805045] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-15T20:19:25.805075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-15T20:19:25.816136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-15T20:19:25.816474] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-15T20:19:25.817246] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-15T20:19:25.817296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:25.817327] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:25.817353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:25.817409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:25.872439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:25.873113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:25.873190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:25.873223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:25.994038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:25.994191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:25.994231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:25.994259] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:25.997698] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-15T20:19:25.997980] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-15T20:19:25.998102] [INFO ] [sig       ] CNXC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:26.134266] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CNXC.txt
[2025-12-15T20:19:26.134393] [INFO ] [sig       ] [765/3591] Completed CNXC in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-15T20:19:26.134433] [INFO ] [sig       ] [766/3591] Forecasting CNXN...
[2025-12-15T20:19:26.134462] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-15T20:19:26.134495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-15T20:19:26.145094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-15T20:19:26.145415] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-15T20:19:26.146176] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-15T20:19:26.146226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:26.146256] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:26.146283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:26.146340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:26.201779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:26.202612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:26.202692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:26.202723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:26.322243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:26.322395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:26.322435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:26.322465] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:26.325980] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-15T20:19:26.326266] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-15T20:19:26.326411] [INFO ] [sig       ] CNXN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:26.468059] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CNXN.txt
[2025-12-15T20:19:26.468185] [INFO ] [sig       ] [766/3591] Completed CNXN in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-15T20:19:26.468224] [INFO ] [sig       ] [767/3591] Forecasting COCO...
[2025-12-15T20:19:26.468253] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-15T20:19:26.468283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-15T20:19:26.478597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-15T20:19:26.478930] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-15T20:19:26.479703] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-15T20:19:26.479753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:26.479785] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:26.479811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:26.479867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:26.535206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:26.535902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:26.535978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:26.536009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:26.656459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:26.656609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:26.656648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:26.656676] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:26.659933] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=54.32%)
[2025-12-15T20:19:26.660196] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-15T20:19:26.660315] [INFO ] [sig       ] COCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:26.801280] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COCO.txt
[2025-12-15T20:19:26.801411] [INFO ] [sig       ] [767/3591] Completed COCO in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-15T20:19:26.801452] [INFO ] [sig       ] [768/3591] Forecasting CODA...
[2025-12-15T20:19:26.801481] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-15T20:19:26.801510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-15T20:19:26.811949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-15T20:19:26.812268] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-15T20:19:26.813048] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-15T20:19:26.813098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:26.813169] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:26.813198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:26.813255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:26.871101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:26.871744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:26.871819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:26.871851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:26.991609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:26.991755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:26.991824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:26.991854] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:26.995088] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-12-15T20:19:26.995349] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-15T20:19:26.995467] [INFO ] [sig       ] CODA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:27.133991] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CODA.txt
[2025-12-15T20:19:27.134115] [INFO ] [sig       ] [768/3591] Completed CODA in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-15T20:19:27.134153] [INFO ] [sig       ] [769/3591] Forecasting CODI...
[2025-12-15T20:19:27.134183] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-15T20:19:27.134211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-15T20:19:27.144935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-15T20:19:27.145266] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-15T20:19:27.146028] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-15T20:19:27.146078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:27.146109] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:27.146135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:27.146192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:27.202330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:27.202959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:27.203034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:27.203066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:27.318774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:27.318932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:27.318973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:27.319002] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:27.322312] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-15T20:19:27.322629] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-15T20:19:27.322754] [INFO ] [sig       ] CODI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:27.459660] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CODI.txt
[2025-12-15T20:19:27.459794] [INFO ] [sig       ] [769/3591] Completed CODI in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-15T20:19:27.459835] [INFO ] [sig       ] [770/3591] Forecasting COEP...
[2025-12-15T20:19:27.459864] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-15T20:19:27.459895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-15T20:19:27.472783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-15T20:19:27.473210] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-15T20:19:27.474260] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-15T20:19:27.474326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:27.474372] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:27.474402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:27.474467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:27.555846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:27.556623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:27.556719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:27.556751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:27.686101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:27.686254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:27.686295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:27.686325] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:27.689824] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-15T20:19:27.690123] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-15T20:19:27.690273] [INFO ] [sig       ] COEP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:27.836723] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COEP.txt
[2025-12-15T20:19:27.836864] [INFO ] [sig       ] [770/3591] Completed COEP in 0.4s | 2.93 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-15T20:19:27.836906] [INFO ] [sig       ] [771/3591] Forecasting COF...
[2025-12-15T20:19:27.836937] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-15T20:19:27.836967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-15T20:19:27.848814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-15T20:19:27.849274] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-15T20:19:27.850104] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-15T20:19:27.850155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:27.850185] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:27.850211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:27.850266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:27.911684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:27.912487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:27.912598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:27.912636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:28.035412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:28.035555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:28.035616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:28.035683] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:28.039127] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-15T20:19:28.039417] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-15T20:19:28.039546] [INFO ] [sig       ] COF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:28.179934] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COF.txt
[2025-12-15T20:19:28.180062] [INFO ] [sig       ] [771/3591] Completed COF in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-15T20:19:28.180100] [INFO ] [sig       ] [772/3591] Forecasting COFS...
[2025-12-15T20:19:28.180129] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-15T20:19:28.180159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-15T20:19:28.191903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-15T20:19:28.192236] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-15T20:19:28.193023] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-15T20:19:28.193075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:28.193121] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:28.193150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:28.193208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:28.251086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:28.251946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:28.252024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:28.252058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:28.365419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:28.365632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:28.365679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:28.365710] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:28.369551] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-15T20:19:28.369859] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-15T20:19:28.370003] [INFO ] [sig       ] COFS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:28.512818] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/COFS.txt
[2025-12-15T20:19:28.512946] [INFO ] [sig       ] [772/3591] Completed COFS in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:28.512988] [INFO ] [sig       ] [773/3591] Forecasting COIN...
[2025-12-15T20:19:28.513027] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-15T20:19:28.513056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-15T20:19:28.524811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-15T20:19:28.525157] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-15T20:19:28.525991] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-15T20:19:28.526041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:28.526073] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:28.526101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:28.526166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:28.583622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:28.584509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:28.584613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:28.584649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:28.712420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:28.712590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:28.712634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:28.712664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:28.716138] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-15T20:19:28.716411] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-15T20:19:28.716556] [INFO ] [sig       ] COIN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:28.860108] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COIN.txt
[2025-12-15T20:19:28.860262] [INFO ] [sig       ] [773/3591] Completed COIN in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:28.860303] [INFO ] [sig       ] [774/3591] Forecasting COKE...
[2025-12-15T20:19:28.860333] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-15T20:19:28.860363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-15T20:19:28.872496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-15T20:19:28.872900] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-15T20:19:28.873718] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-15T20:19:28.873771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:28.873804] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:28.873841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:28.873911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:28.932727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:28.933532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:28.933651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:28.933686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:29.058306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:29.058464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:29.058503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:29.058533] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:29.062103] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-12-15T20:19:29.062407] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-15T20:19:29.062536] [INFO ] [sig       ] COKE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:29.209225] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COKE.txt
[2025-12-15T20:19:29.209379] [INFO ] [sig       ] [774/3591] Completed COKE in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:29.209422] [INFO ] [sig       ] [775/3591] Forecasting COLB...
[2025-12-15T20:19:29.209453] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-15T20:19:29.209484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-15T20:19:29.221176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-15T20:19:29.221540] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-15T20:19:29.222398] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-15T20:19:29.222456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:29.222493] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:29.222521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:29.222596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:29.282098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:29.282905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:29.282986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:29.283020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:29.407933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:29.408088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:29.408129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:29.408158] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:29.411511] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=51.03%)
[2025-12-15T20:19:29.411801] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-15T20:19:29.411924] [INFO ] [sig       ] COLB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:29.547892] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COLB.txt
[2025-12-15T20:19:29.548033] [INFO ] [sig       ] [775/3591] Completed COLB in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:29.548073] [INFO ] [sig       ] [776/3591] Forecasting COLD...
[2025-12-15T20:19:29.548109] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-15T20:19:29.548140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-15T20:19:29.560158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-15T20:19:29.560599] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-15T20:19:29.561366] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-15T20:19:29.561417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:29.561447] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:29.561473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:29.561532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:29.621615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:29.622489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:29.622608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:29.622653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:29.755769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:29.755929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:29.755970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:29.755999] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:29.759372] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-12-15T20:19:29.759662] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-15T20:19:29.759781] [INFO ] [sig       ] COLD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:29.903759] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COLD.txt
[2025-12-15T20:19:29.903920] [INFO ] [sig       ] [776/3591] Completed COLD in 0.4s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:29.903962] [INFO ] [sig       ] [777/3591] Forecasting COLL...
[2025-12-15T20:19:29.903994] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-15T20:19:29.904025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-15T20:19:29.915991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-15T20:19:29.916381] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-15T20:19:29.917218] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-15T20:19:29.917271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:29.917303] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:29.917330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:29.917387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:29.979396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:29.980308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:29.980430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:29.980471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:30.114375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:30.114542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:30.114607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:30.114639] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:30.118613] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-15T20:19:30.118903] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-15T20:19:30.119072] [INFO ] [sig       ] COLL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:30.265932] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COLL.txt
[2025-12-15T20:19:30.266076] [INFO ] [sig       ] [777/3591] Completed COLL in 0.4s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:30.266118] [INFO ] [sig       ] [778/3591] Forecasting COLM...
[2025-12-15T20:19:30.266159] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-15T20:19:30.266189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-15T20:19:30.277037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-15T20:19:30.277351] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-15T20:19:30.278126] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-15T20:19:30.278176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:30.278207] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:30.278235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:30.278291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:30.333862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:30.334459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:30.334597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:30.334634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:30.451536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:30.451689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:30.451727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:30.451755] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:30.454981] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-15T20:19:30.455244] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-15T20:19:30.455363] [INFO ] [sig       ] COLM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:30.593892] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/COLM.txt
[2025-12-15T20:19:30.594037] [INFO ] [sig       ] [778/3591] Completed COLM in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:30.594078] [INFO ] [sig       ] [779/3591] Forecasting COMM...
[2025-12-15T20:19:30.594109] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-15T20:19:30.594139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-15T20:19:30.605033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-15T20:19:30.605337] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-15T20:19:30.606104] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-15T20:19:30.606155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:30.606187] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:30.606214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:30.606271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:30.662085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:30.662708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:30.662785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:30.662818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:30.787124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:30.787298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:30.787340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:30.787391] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:30.790968] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-12-15T20:19:30.791247] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-15T20:19:30.791370] [INFO ] [sig       ] COMM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:30.929833] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COMM.txt
[2025-12-15T20:19:30.929986] [INFO ] [sig       ] [779/3591] Completed COMM in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:30.930026] [INFO ] [sig       ] [780/3591] Forecasting COMP...
[2025-12-15T20:19:30.930056] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-15T20:19:30.930086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-15T20:19:30.941593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-15T20:19:30.941976] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-15T20:19:30.942818] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-15T20:19:30.942872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:30.942906] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:30.942934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:30.942991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:30.998059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:30.999015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:30.999102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:30.999134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:31.123707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:31.123864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:31.123904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:31.123934] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:31.127326] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=33.68%)
[2025-12-15T20:19:31.127672] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-15T20:19:31.127815] [INFO ] [sig       ] COMP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:31.265729] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/COMP.txt
[2025-12-15T20:19:31.265882] [INFO ] [sig       ] [780/3591] Completed COMP in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:31.265924] [INFO ] [sig       ] [781/3591] Forecasting CONL...
[2025-12-15T20:19:31.265954] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-15T20:19:31.265983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-15T20:19:31.278770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-15T20:19:31.279393] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-15T20:19:31.280631] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-15T20:19:31.280685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:31.280717] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:31.280743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:31.280799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:31.335446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:31.336128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:31.336225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:31.336273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:31.458024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:31.458172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:31.458210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:31.458240] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:31.461739] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=69.90%)
[2025-12-15T20:19:31.462015] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-15T20:19:31.462144] [INFO ] [sig       ] CONL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:31.602039] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CONL.txt
[2025-12-15T20:19:31.602220] [INFO ] [sig       ] [781/3591] Completed CONL in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-15T20:19:31.602260] [INFO ] [sig       ] [782/3591] Forecasting COO...
[2025-12-15T20:19:31.602290] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-15T20:19:31.602320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-15T20:19:31.614764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-15T20:19:31.615099] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-15T20:19:31.615874] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-15T20:19:31.615925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:31.615956] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:31.615981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:31.616036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:31.677740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:31.678465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:31.678545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:31.678597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:31.802072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:31.802227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:31.802267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:31.802296] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:31.805871] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-12-15T20:19:31.806175] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-15T20:19:31.806305] [INFO ] [sig       ] COO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:31.956163] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/COO.txt
[2025-12-15T20:19:31.956333] [INFO ] [sig       ] [782/3591] Completed COO in 0.4s | 2.93 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-15T20:19:31.956391] [INFO ] [sig       ] [783/3591] Forecasting COP...
[2025-12-15T20:19:31.956426] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-15T20:19:31.956458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-15T20:19:31.969015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-15T20:19:31.969400] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-15T20:19:31.970424] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-15T20:19:31.970475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:31.970507] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:31.970533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:31.970621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:32.030132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:32.031037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:32.031120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:32.031155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:32.157541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:32.157718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:32.157759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:32.157790] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:32.161266] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-12-15T20:19:32.161544] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-15T20:19:32.161689] [INFO ] [sig       ] COP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:32.309211] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COP.txt
[2025-12-15T20:19:32.309395] [INFO ] [sig       ] [783/3591] Completed COP in 0.4s | 2.93 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-15T20:19:32.309444] [INFO ] [sig       ] [784/3591] Forecasting COPP...
[2025-12-15T20:19:32.309474] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-15T20:19:32.309508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-15T20:19:32.320848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-15T20:19:32.321223] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-15T20:19:32.322008] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-15T20:19:32.322059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:32.322090] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:32.322117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:32.322173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:32.376812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:32.377494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:32.377595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:32.377631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:32.491946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:32.492099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:32.492138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:32.492166] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:32.495530] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=57.21%)
[2025-12-15T20:19:32.495819] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-15T20:19:32.495944] [INFO ] [sig       ] COPP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:32.633249] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COPP.txt
[2025-12-15T20:19:32.633383] [INFO ] [sig       ] [784/3591] Completed COPP in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-15T20:19:32.633423] [INFO ] [sig       ] [785/3591] Forecasting CORZ...
[2025-12-15T20:19:32.633453] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-15T20:19:32.633483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-15T20:19:32.644746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-15T20:19:32.645088] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-15T20:19:32.645862] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-15T20:19:32.645926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:32.646003] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:32.646031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:32.646087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:32.701683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:32.702417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:32.702497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:32.702529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:32.824534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:32.824710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:32.824751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:32.824781] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:32.828121] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=28.28%)
[2025-12-15T20:19:32.828432] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-15T20:19:32.828593] [INFO ] [sig       ] CORZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:33.028897] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CORZ.txt
[2025-12-15T20:19:33.029080] [INFO ] [sig       ] [785/3591] Completed CORZ in 0.4s | 2.93 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-15T20:19:33.029122] [INFO ] [sig       ] [786/3591] Forecasting CORZZ...
[2025-12-15T20:19:33.029153] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-15T20:19:33.029185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-15T20:19:33.041517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-15T20:19:33.041968] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-15T20:19:33.042837] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-15T20:19:33.042890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:33.042923] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:33.042951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:33.043009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:33.100522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:33.101417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:33.101504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:33.101538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:33.218505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:33.218683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:33.218724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:33.218755] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:33.222204] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-15T20:19:33.222485] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-15T20:19:33.222634] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:33.367277] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CORZZ.txt
[2025-12-15T20:19:33.367433] [INFO ] [sig       ] [786/3591] Completed CORZZ in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-15T20:19:33.367475] [INFO ] [sig       ] [787/3591] Forecasting COTY...
[2025-12-15T20:19:33.367507] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-15T20:19:33.367551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-15T20:19:33.378267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-15T20:19:33.378676] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-15T20:19:33.379497] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-15T20:19:33.379554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:33.379642] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:33.379693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:33.379765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:33.440003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:33.440915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:33.441000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:33.441034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:33.569328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:33.569481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:33.569522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:33.569552] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:33.572907] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2025-12-15T20:19:33.573185] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-15T20:19:33.573315] [INFO ] [sig       ] COTY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:33.720947] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COTY.txt
[2025-12-15T20:19:33.721105] [INFO ] [sig       ] [787/3591] Completed COTY in 0.4s | 2.93 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-15T20:19:33.721147] [INFO ] [sig       ] [788/3591] Forecasting COWG...
[2025-12-15T20:19:33.721180] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-15T20:19:33.721214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-15T20:19:33.732350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-15T20:19:33.732758] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-15T20:19:33.733653] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-15T20:19:33.733717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:33.733762] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:33.733798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:33.733857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:33.792313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:33.793207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:33.793290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:33.793324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:33.914447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:33.914617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:33.914658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:33.914720] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:33.918060] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-15T20:19:33.918327] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-15T20:19:33.918448] [INFO ] [sig       ] COWG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:34.060308] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/COWG.txt
[2025-12-15T20:19:34.060453] [INFO ] [sig       ] [788/3591] Completed COWG in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-15T20:19:34.060495] [INFO ] [sig       ] [789/3591] Forecasting COYA...
[2025-12-15T20:19:34.060525] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-15T20:19:34.060555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-15T20:19:34.072152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-15T20:19:34.072532] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-15T20:19:34.073315] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-15T20:19:34.073367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:34.073398] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:34.073424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:34.073479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:34.128451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:34.129407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:34.129490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:34.129523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:34.243640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:34.243794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:34.243833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:34.243862] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:34.247173] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2025-12-15T20:19:34.247452] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-15T20:19:34.247593] [INFO ] [sig       ] COYA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:34.388846] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/COYA.txt
[2025-12-15T20:19:34.389001] [INFO ] [sig       ] [789/3591] Completed COYA in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-15T20:19:34.389042] [INFO ] [sig       ] [790/3591] Forecasting CP...
[2025-12-15T20:19:34.389070] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-15T20:19:34.389101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-15T20:19:34.400995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-15T20:19:34.401326] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-15T20:19:34.402091] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-15T20:19:34.402141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:34.402173] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:34.402199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:34.402256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:34.457819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:34.458460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:34.458535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:34.458568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:34.582077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:34.582231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:34.582270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:34.582299] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:34.585608] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-15T20:19:34.585877] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-15T20:19:34.585997] [INFO ] [sig       ] CP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:34.723406] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CP.txt
[2025-12-15T20:19:34.723531] [INFO ] [sig       ] [790/3591] Completed CP in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-15T20:19:34.723585] [INFO ] [sig       ] [791/3591] Forecasting CPA...
[2025-12-15T20:19:34.723616] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-15T20:19:34.723647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-15T20:19:34.734853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-15T20:19:34.735173] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-15T20:19:34.735981] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-15T20:19:34.736031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:34.736062] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:34.736088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:34.736144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:34.791833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:34.792499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:34.792594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:34.792628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:34.911291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:34.911437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:34.911475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:34.911503] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:34.914846] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=42.84%)
[2025-12-15T20:19:34.915110] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-15T20:19:34.915230] [INFO ] [sig       ] CPA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:35.056514] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CPA.txt
[2025-12-15T20:19:35.056691] [INFO ] [sig       ] [791/3591] Completed CPA in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-15T20:19:35.056732] [INFO ] [sig       ] [792/3591] Forecasting CPB...
[2025-12-15T20:19:35.056761] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-15T20:19:35.056791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-15T20:19:35.067473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-15T20:19:35.067869] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-15T20:19:35.068631] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-15T20:19:35.068687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:35.068719] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:35.068745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:35.068801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:35.126110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:35.126990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:35.127076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:35.127109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:35.242671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:35.242833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:35.242876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:35.242905] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:35.246258] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-15T20:19:35.246526] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-15T20:19:35.246668] [INFO ] [sig       ] CPB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:35.386113] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CPB.txt
[2025-12-15T20:19:35.386238] [INFO ] [sig       ] [792/3591] Completed CPB in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-15T20:19:35.386276] [INFO ] [sig       ] [793/3591] Forecasting CPF...
[2025-12-15T20:19:35.386305] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-15T20:19:35.386335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-15T20:19:35.398547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-15T20:19:35.399028] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-15T20:19:35.400097] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-15T20:19:35.400154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:35.400199] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:35.400234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:35.400292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:35.460158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:35.461104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:35.461189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:35.461222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:35.583299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:35.583457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:35.583496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:35.583525] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:35.586928] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-12-15T20:19:35.587212] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-15T20:19:35.587338] [INFO ] [sig       ] CPF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:35.728888] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CPF.txt
[2025-12-15T20:19:35.729066] [INFO ] [sig       ] [793/3591] Completed CPF in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-15T20:19:35.729107] [INFO ] [sig       ] [794/3591] Forecasting CPIX...
[2025-12-15T20:19:35.729135] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-15T20:19:35.729164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-15T20:19:35.742847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-15T20:19:35.743331] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-15T20:19:35.744303] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-15T20:19:35.744363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:35.744400] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:35.744432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:35.744508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:35.805968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:35.806898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:35.806983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:35.807016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:35.930441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:35.930637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:35.930699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:35.930735] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:35.934196] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-15T20:19:35.934471] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-15T20:19:35.934611] [INFO ] [sig       ] CPIX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:36.071530] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CPIX.txt
[2025-12-15T20:19:36.071704] [INFO ] [sig       ] [794/3591] Completed CPIX in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-15T20:19:36.071745] [INFO ] [sig       ] [795/3591] Forecasting CPK...
[2025-12-15T20:19:36.071775] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-15T20:19:36.071806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-15T20:19:36.083179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-15T20:19:36.083535] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-15T20:19:36.084331] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-15T20:19:36.084382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:36.084413] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:36.084441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:36.084496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:36.145524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:36.146542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:36.146696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:36.146745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:36.273137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:36.273293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:36.273334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:36.273363] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:36.277004] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-15T20:19:36.277280] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-15T20:19:36.277406] [INFO ] [sig       ] CPK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:36.429195] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CPK.txt
[2025-12-15T20:19:36.429344] [INFO ] [sig       ] [795/3591] Completed CPK in 0.4s | 2.93 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-15T20:19:36.429385] [INFO ] [sig       ] [796/3591] Forecasting CPNG...
[2025-12-15T20:19:36.429415] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-15T20:19:36.429444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-15T20:19:36.441620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-15T20:19:36.442195] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-15T20:19:36.443314] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-15T20:19:36.443369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:36.443419] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:36.443448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:36.443516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:36.501994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:36.502776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:36.502856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:36.502888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:36.634954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:36.635120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:36.635163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:36.635193] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:36.638687] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-15T20:19:36.638990] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-15T20:19:36.639118] [INFO ] [sig       ] CPNG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:36.791315] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CPNG.txt
[2025-12-15T20:19:36.791470] [INFO ] [sig       ] [796/3591] Completed CPNG in 0.4s | 2.93 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-15T20:19:36.791511] [INFO ] [sig       ] [797/3591] Forecasting CPRI...
[2025-12-15T20:19:36.791545] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-15T20:19:36.791597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-15T20:19:36.804710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-15T20:19:36.805319] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-15T20:19:36.806286] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-15T20:19:36.806341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:36.806383] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:36.806425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:36.806509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:36.866880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:36.867852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:36.867941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:36.867975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:36.991887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:36.992053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:36.992099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:36.992142] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:36.995912] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-12-15T20:19:36.996191] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-15T20:19:36.996318] [INFO ] [sig       ] CPRI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:37.137057] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CPRI.txt
[2025-12-15T20:19:37.137196] [INFO ] [sig       ] [797/3591] Completed CPRI in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-15T20:19:37.137235] [INFO ] [sig       ] [798/3591] Forecasting CPRX...
[2025-12-15T20:19:37.137265] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-15T20:19:37.137294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-15T20:19:37.149815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-15T20:19:37.150201] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-15T20:19:37.150994] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-15T20:19:37.151044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:37.151075] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:37.151101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:37.151156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:37.206107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:37.206918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:37.207001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:37.207034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:37.325008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:37.325165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:37.325204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:37.325243] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:37.328823] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-15T20:19:37.329333] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-15T20:19:37.329460] [INFO ] [sig       ] CPRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:37.477754] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CPRX.txt
[2025-12-15T20:19:37.477962] [INFO ] [sig       ] [798/3591] Completed CPRX in 0.3s | 2.93 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-15T20:19:37.478007] [INFO ] [sig       ] [799/3591] Forecasting CPS...
[2025-12-15T20:19:37.478038] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-15T20:19:37.478070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-15T20:19:37.492024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-15T20:19:37.492515] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-15T20:19:37.493475] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-15T20:19:37.493534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:37.493595] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:37.493631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:37.493702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:37.554341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:37.555303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:37.555397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:37.555430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:37.682731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:37.682888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:37.682928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:37.682956] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:37.686352] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-12-15T20:19:37.686652] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-15T20:19:37.686784] [INFO ] [sig       ] CPS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:37.826692] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CPS.txt
[2025-12-15T20:19:37.826831] [INFO ] [sig       ] [799/3591] Completed CPS in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-15T20:19:37.826876] [INFO ] [sig       ] [800/3591] Forecasting CPSH...
[2025-12-15T20:19:37.826907] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-15T20:19:37.826936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-15T20:19:37.838858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-15T20:19:37.839219] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-15T20:19:37.840007] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-15T20:19:37.840059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:37.840091] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:37.840119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:37.840177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:37.895913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:37.896562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:37.896656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:37.896688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:38.015476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:38.015643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:38.015684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:38.015713] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:38.018978] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=31.70%)
[2025-12-15T20:19:38.019251] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-15T20:19:38.019375] [INFO ] [sig       ] CPSH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:38.159100] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CPSH.txt
[2025-12-15T20:19:38.159234] [INFO ] [sig       ] [800/3591] Completed CPSH in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-15T20:19:38.159273] [INFO ] [sig       ] [801/3591] Forecasting CPSS...
[2025-12-15T20:19:38.159301] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-15T20:19:38.159329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-15T20:19:38.170365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-15T20:19:38.170764] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-15T20:19:38.171540] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-15T20:19:38.171614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:38.171648] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:38.171676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:38.171734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:38.228337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:38.228988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:38.229066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:38.229100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:38.336135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:38.336288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:38.336329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:38.336359] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:38.339976] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-15T20:19:38.340257] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-15T20:19:38.340421] [INFO ] [sig       ] CPSS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:38.482891] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CPSS.txt
[2025-12-15T20:19:38.483030] [INFO ] [sig       ] [801/3591] Completed CPSS in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-15T20:19:38.483071] [INFO ] [sig       ] [802/3591] Forecasting CPZ...
[2025-12-15T20:19:38.483102] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-15T20:19:38.483133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-15T20:19:38.496419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-15T20:19:38.497046] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-15T20:19:38.497986] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-15T20:19:38.498040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:38.498115] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:38.498143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:38.498202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:38.555966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:38.557005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:38.557095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:38.557128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:38.676237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:38.676395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:38.676436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:38.676464] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:38.680000] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=65.82%)
[2025-12-15T20:19:38.680274] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-15T20:19:38.680398] [INFO ] [sig       ] CPZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:38.819481] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CPZ.txt
[2025-12-15T20:19:38.819629] [INFO ] [sig       ] [802/3591] Completed CPZ in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-15T20:19:38.819670] [INFO ] [sig       ] [803/3591] Forecasting CQP...
[2025-12-15T20:19:38.819699] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-15T20:19:38.819728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-15T20:19:38.831003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-15T20:19:38.831397] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-15T20:19:38.832188] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-15T20:19:38.832239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:38.832269] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:38.832295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:38.832351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:38.888322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:38.889088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:38.889181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:38.889224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:39.013724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:39.014187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:39.014263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:39.014332] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:39.019114] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-15T20:19:39.019446] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-15T20:19:39.019603] [INFO ] [sig       ] CQP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:39.157643] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CQP.txt
[2025-12-15T20:19:39.157767] [INFO ] [sig       ] [803/3591] Completed CQP in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-15T20:19:39.157821] [INFO ] [sig       ] [804/3591] Forecasting CRAI...
[2025-12-15T20:19:39.157858] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-15T20:19:39.157891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-15T20:19:39.170412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-15T20:19:39.170775] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-15T20:19:39.171664] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-15T20:19:39.171723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:39.171762] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:39.171795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:39.171864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:39.227310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:39.228227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:39.228319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:39.228352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:39.347400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:39.347553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:39.347610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:39.347640] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:39.350963] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=29.62%)
[2025-12-15T20:19:39.351230] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-15T20:19:39.351349] [INFO ] [sig       ] CRAI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:39.488133] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRAI.txt
[2025-12-15T20:19:39.488246] [INFO ] [sig       ] [804/3591] Completed CRAI in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-15T20:19:39.488284] [INFO ] [sig       ] [805/3591] Forecasting CRBG...
[2025-12-15T20:19:39.488314] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-15T20:19:39.488343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-15T20:19:39.499433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-15T20:19:39.499775] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-15T20:19:39.500554] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-15T20:19:39.500626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:39.500661] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:39.500688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:39.500756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:39.561117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:39.561872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:39.561966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:39.562000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:39.680219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:39.680355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:39.680393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:39.680465] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:39.683789] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2025-12-15T20:19:39.684064] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-15T20:19:39.684186] [INFO ] [sig       ] CRBG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:39.822638] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRBG.txt
[2025-12-15T20:19:39.822782] [INFO ] [sig       ] [805/3591] Completed CRBG in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-15T20:19:39.822829] [INFO ] [sig       ] [806/3591] Forecasting CRBP...
[2025-12-15T20:19:39.822864] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-15T20:19:39.822899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-15T20:19:39.833988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-15T20:19:39.834382] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-15T20:19:39.835271] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-15T20:19:39.835324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:39.835356] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:39.835384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:39.835441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:39.892069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:39.892830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:39.892906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:39.892938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:40.011176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:40.011326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:40.011366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:40.011393] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:40.014643] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-12-15T20:19:40.014906] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-15T20:19:40.015028] [INFO ] [sig       ] CRBP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:40.159936] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRBP.txt
[2025-12-15T20:19:40.160091] [INFO ] [sig       ] [806/3591] Completed CRBP in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-15T20:19:40.160132] [INFO ] [sig       ] [807/3591] Forecasting CRC...
[2025-12-15T20:19:40.160162] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-15T20:19:40.160191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-15T20:19:40.171194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-15T20:19:40.171559] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-15T20:19:40.172348] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-15T20:19:40.172398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:40.172429] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:40.172468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:40.172525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:40.227392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:40.228185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:40.228265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:40.228298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:40.364352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:40.364501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:40.364542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:40.364589] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:40.367924] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2025-12-15T20:19:40.368259] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-15T20:19:40.368421] [INFO ] [sig       ] CRC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:40.511929] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRC.txt
[2025-12-15T20:19:40.512061] [INFO ] [sig       ] [807/3591] Completed CRC in 0.4s | 2.93 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-15T20:19:40.512101] [INFO ] [sig       ] [808/3591] Forecasting CRDF...
[2025-12-15T20:19:40.512132] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-15T20:19:40.512162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-15T20:19:40.522528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-15T20:19:40.522854] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-15T20:19:40.523633] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-15T20:19:40.523684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:40.523716] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:40.523745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:40.523814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:40.580296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:40.580901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:40.580978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:40.581011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:40.700702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:40.700886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:40.700938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:40.700970] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:40.704662] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2025-12-15T20:19:40.704975] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-15T20:19:40.705110] [INFO ] [sig       ] CRDF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:40.842931] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRDF.txt
[2025-12-15T20:19:40.843049] [INFO ] [sig       ] [808/3591] Completed CRDF in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-15T20:19:40.843088] [INFO ] [sig       ] [809/3591] Forecasting CRDO...
[2025-12-15T20:19:40.843119] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-15T20:19:40.843149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-15T20:19:40.853819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-15T20:19:40.854227] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-15T20:19:40.855138] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-15T20:19:40.855197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:40.855229] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:40.855257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:40.855314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:40.911590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:40.912347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:40.912424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:40.912456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:41.029973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:41.030095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:41.030132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:41.030160] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:41.033309] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2025-12-15T20:19:41.033586] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-15T20:19:41.033706] [INFO ] [sig       ] CRDO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:41.170503] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRDO.txt
[2025-12-15T20:19:41.170633] [INFO ] [sig       ] [809/3591] Completed CRDO in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-15T20:19:41.170674] [INFO ] [sig       ] [810/3591] Forecasting CREG...
[2025-12-15T20:19:41.170704] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-15T20:19:41.170733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-15T20:19:41.181237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-15T20:19:41.181598] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-15T20:19:41.182408] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-15T20:19:41.182460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:41.182493] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:41.182521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:41.182604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:41.239881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:41.240504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:41.240596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:41.240633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:41.344474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:41.344644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:41.344684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:41.344712] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:41.347968] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-15T20:19:41.348227] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-15T20:19:41.348348] [INFO ] [sig       ] CREG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:41.486823] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CREG.txt
[2025-12-15T20:19:41.486950] [INFO ] [sig       ] [810/3591] Completed CREG in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-15T20:19:41.486990] [INFO ] [sig       ] [811/3591] Forecasting CRESY...
[2025-12-15T20:19:41.487020] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-15T20:19:41.487054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-15T20:19:41.498283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-15T20:19:41.498639] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-15T20:19:41.499443] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-15T20:19:41.499496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:41.499528] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:41.499555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:41.499629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:41.557098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:41.557709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:41.557786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:41.557819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:41.673892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:41.674024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:41.674062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:41.674089] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:41.677292] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-15T20:19:41.677554] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-15T20:19:41.677690] [INFO ] [sig       ] CRESY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:41.814715] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRESY.txt
[2025-12-15T20:19:41.814839] [INFO ] [sig       ] [811/3591] Completed CRESY in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-15T20:19:41.814884] [INFO ] [sig       ] [812/3591] Forecasting CREX...
[2025-12-15T20:19:41.814918] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-15T20:19:41.814954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-15T20:19:41.825567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-15T20:19:41.825896] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-15T20:19:41.826659] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-15T20:19:41.826710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:41.826740] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:41.826768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:41.826824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:41.882200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:41.882794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:41.882893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:41.882927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:42.002516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:42.002639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:42.002678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:42.002705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:42.005869] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-15T20:19:42.006130] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-15T20:19:42.006250] [INFO ] [sig       ] CREX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:42.144363] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CREX.txt
[2025-12-15T20:19:42.144488] [INFO ] [sig       ] [812/3591] Completed CREX in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-15T20:19:42.144527] [INFO ] [sig       ] [813/3591] Forecasting CRGO...
[2025-12-15T20:19:42.144558] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-15T20:19:42.144605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-15T20:19:42.158157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-15T20:19:42.158776] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-15T20:19:42.159796] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-15T20:19:42.159850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:42.159884] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:42.159910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:42.159969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:42.218783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:42.219737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:42.219840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:42.219874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:42.343185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:42.343430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:42.343474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:42.343502] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:42.347276] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-12-15T20:19:42.347593] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-15T20:19:42.347730] [INFO ] [sig       ] CRGO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:42.484857] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRGO.txt
[2025-12-15T20:19:42.485043] [INFO ] [sig       ] [813/3591] Completed CRGO in 0.3s | 2.93 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-15T20:19:42.485085] [INFO ] [sig       ] [814/3591] Forecasting CRGY...
[2025-12-15T20:19:42.485118] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-15T20:19:42.485149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-15T20:19:42.498887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-15T20:19:42.499467] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-15T20:19:42.500405] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-15T20:19:42.500462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:42.500495] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:42.500522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:42.500614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:42.559739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:42.560734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:42.560834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:42.560871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:42.683509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:42.683685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:42.683724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:42.683769] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:42.687192] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-15T20:19:42.687519] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-15T20:19:42.687675] [INFO ] [sig       ] CRGY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:42.837053] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRGY.txt
[2025-12-15T20:19:42.837227] [INFO ] [sig       ] [814/3591] Completed CRGY in 0.4s | 2.93 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-15T20:19:42.837267] [INFO ] [sig       ] [815/3591] Forecasting CRH...
[2025-12-15T20:19:42.837296] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-15T20:19:42.837325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-15T20:19:42.849825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-15T20:19:42.850255] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-15T20:19:42.851319] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-15T20:19:42.851371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:42.851404] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:42.851433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:42.851491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:42.918818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:42.919784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:42.919874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:42.919906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:43.049784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:43.049950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:43.049990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:43.050020] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:43.053614] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-12-15T20:19:43.053973] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-15T20:19:43.054117] [INFO ] [sig       ] CRH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:43.255548] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRH.txt
[2025-12-15T20:19:43.255831] [INFO ] [sig       ] [815/3591] Completed CRH in 0.4s | 2.93 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-15T20:19:43.255900] [INFO ] [sig       ] [816/3591] Forecasting CRI...
[2025-12-15T20:19:43.255954] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-15T20:19:43.256003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-15T20:19:43.273379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-15T20:19:43.273948] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-15T20:19:43.275183] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-15T20:19:43.275252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:43.275304] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:43.275351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:43.275453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:43.355205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:43.356417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:43.356555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:43.356632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:43.522906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:43.523102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:43.523167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:43.523215] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:43.528361] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=56.18%)
[2025-12-15T20:19:43.528854] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-15T20:19:43.529086] [INFO ] [sig       ] CRI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:43.742919] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRI.txt
[2025-12-15T20:19:43.743105] [INFO ] [sig       ] [816/3591] Completed CRI in 0.5s | 2.93 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-15T20:19:43.743154] [INFO ] [sig       ] [817/3591] Forecasting CRIS...
[2025-12-15T20:19:43.743194] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-15T20:19:43.743236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-15T20:19:43.757967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-15T20:19:43.758441] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-15T20:19:43.759487] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-15T20:19:43.759545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:43.759606] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:43.759655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:43.759716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:43.844637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:43.845883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:43.846016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:43.846072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:44.016679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:44.016836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:44.016877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:44.016907] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:44.020470] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-12-15T20:19:44.020803] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-15T20:19:44.020949] [INFO ] [sig       ] CRIS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:44.171773] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRIS.txt
[2025-12-15T20:19:44.171989] [INFO ] [sig       ] [817/3591] Completed CRIS in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:44.172055] [INFO ] [sig       ] [818/3591] Forecasting CRK...
[2025-12-15T20:19:44.172095] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-15T20:19:44.172127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-15T20:19:44.186834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-15T20:19:44.187475] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-15T20:19:44.188536] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-15T20:19:44.188620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:44.188657] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:44.188685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:44.188769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:44.247775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:44.248982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:44.249087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:44.249127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:44.372796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:44.373145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:44.373185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:44.373214] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:44.376606] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-12-15T20:19:44.376898] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-15T20:19:44.377039] [INFO ] [sig       ] CRK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:44.519638] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRK.txt
[2025-12-15T20:19:44.519793] [INFO ] [sig       ] [818/3591] Completed CRK in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:44.519834] [INFO ] [sig       ] [819/3591] Forecasting CRL...
[2025-12-15T20:19:44.519869] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-15T20:19:44.519905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-15T20:19:44.531555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-15T20:19:44.531969] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-15T20:19:44.532769] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-15T20:19:44.532820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:44.532881] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:44.532909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:44.532966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:44.588948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:44.589820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:44.589915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:44.589956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:44.715671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:44.715828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:44.715869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:44.715899] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:44.719342] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-15T20:19:44.719653] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-15T20:19:44.719800] [INFO ] [sig       ] CRL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:44.861278] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRL.txt
[2025-12-15T20:19:44.861442] [INFO ] [sig       ] [819/3591] Completed CRL in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:44.861485] [INFO ] [sig       ] [820/3591] Forecasting CRM...
[2025-12-15T20:19:44.861516] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-15T20:19:44.861545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-15T20:19:44.873751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-15T20:19:44.874093] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-15T20:19:44.874896] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-15T20:19:44.874975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:44.875013] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:44.875041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:44.875097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:44.931413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:44.932199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:44.932281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:44.932315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:45.052741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:45.052882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:45.052922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:45.052949] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:45.056238] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=79.06%)
[2025-12-15T20:19:45.056502] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-15T20:19:45.056642] [INFO ] [sig       ] CRM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:45.194731] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRM.txt
[2025-12-15T20:19:45.194877] [INFO ] [sig       ] [820/3591] Completed CRM in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:45.194918] [INFO ] [sig       ] [821/3591] Forecasting CRMD...
[2025-12-15T20:19:45.194947] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-15T20:19:45.194975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-15T20:19:45.208528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-15T20:19:45.209136] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-15T20:19:45.210050] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-15T20:19:45.210102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:45.210137] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:45.210355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:45.210412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:45.267505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:45.268679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:45.268778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:45.268813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:45.389236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:45.389396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:45.389435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:45.389464] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:45.392827] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-15T20:19:45.393094] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-15T20:19:45.393220] [INFO ] [sig       ] CRMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:45.530130] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRMD.txt
[2025-12-15T20:19:45.530255] [INFO ] [sig       ] [821/3591] Completed CRMD in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:45.530294] [INFO ] [sig       ] [822/3591] Forecasting CRML...
[2025-12-15T20:19:45.530322] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-15T20:19:45.530352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-15T20:19:45.541094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-15T20:19:45.541385] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-15T20:19:45.542269] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-15T20:19:45.542319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:45.542351] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:45.542377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:45.542433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:45.601199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:45.601952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:45.602031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:45.602084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:45.718289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:45.718405] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:19:45.718441] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:45.718502] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:45.721782] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-15T20:19:45.722044] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-15T20:19:45.722176] [INFO ] [sig       ] CRML: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:45.859442] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRML.txt
[2025-12-15T20:19:45.859554] [INFO ] [sig       ] [822/3591] Completed CRML in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:45.859618] [INFO ] [sig       ] [823/3591] Forecasting CRNC...
[2025-12-15T20:19:45.859649] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-15T20:19:45.859681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-15T20:19:45.871072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-15T20:19:45.871368] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-15T20:19:45.872119] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-15T20:19:45.872171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:45.872201] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:45.872227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:45.872282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:45.928909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:45.929504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:45.929597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:45.929631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:46.046025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:46.046178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:46.046218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:46.046245] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:46.049526] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2025-12-15T20:19:46.049815] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-15T20:19:46.049938] [INFO ] [sig       ] CRNC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:46.186501] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRNC.txt
[2025-12-15T20:19:46.186644] [INFO ] [sig       ] [823/3591] Completed CRNC in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:46.186692] [INFO ] [sig       ] [824/3591] Forecasting CRNX...
[2025-12-15T20:19:46.186723] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-15T20:19:46.186752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-15T20:19:46.197728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-15T20:19:46.198047] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-15T20:19:46.198804] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-15T20:19:46.198855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:46.198885] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:46.198911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:46.199001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:46.253688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:46.254293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:46.254368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:46.254399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:46.378855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:46.379048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:46.379095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:46.379126] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:46.382614] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-15T20:19:46.382888] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-15T20:19:46.383013] [INFO ] [sig       ] CRNX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:46.521641] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRNX.txt
[2025-12-15T20:19:46.521758] [INFO ] [sig       ] [824/3591] Completed CRNX in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:46.521797] [INFO ] [sig       ] [825/3591] Forecasting CRON...
[2025-12-15T20:19:46.521825] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-15T20:19:46.521855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-15T20:19:46.535820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-15T20:19:46.536251] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-15T20:19:46.537242] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-15T20:19:46.537309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:46.537352] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:46.537387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:46.537467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:46.599629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:46.600507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:46.600607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:46.600642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:46.721079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:46.721238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:46.721279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:46.721309] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:46.724651] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-15T20:19:46.724941] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-15T20:19:46.725065] [INFO ] [sig       ] CRON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:46.860450] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRON.txt
[2025-12-15T20:19:46.860611] [INFO ] [sig       ] [825/3591] Completed CRON in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:46.860653] [INFO ] [sig       ] [826/3591] Forecasting CROX...
[2025-12-15T20:19:46.860682] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-15T20:19:46.860711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-15T20:19:46.871261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-15T20:19:46.871593] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-15T20:19:46.872337] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-15T20:19:46.872387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:46.872418] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:46.872445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:46.872500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:46.928098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:46.928745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:46.928820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:46.928852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:47.045708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:47.045860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:47.045899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:47.045927] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:47.049196] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=80.05%)
[2025-12-15T20:19:47.049457] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-15T20:19:47.049594] [INFO ] [sig       ] CROX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:47.193315] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CROX.txt
[2025-12-15T20:19:47.193446] [INFO ] [sig       ] [826/3591] Completed CROX in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:47.193484] [INFO ] [sig       ] [827/3591] Forecasting CRS...
[2025-12-15T20:19:47.193514] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-15T20:19:47.193542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-15T20:19:47.205108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-15T20:19:47.205449] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-15T20:19:47.206238] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-15T20:19:47.206291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:47.206323] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:47.206350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:47.206407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:47.264733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:47.265448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:47.265526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:47.265560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:47.386032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:47.386188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:47.386247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:47.386278] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:47.389661] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-15T20:19:47.389936] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-15T20:19:47.390083] [INFO ] [sig       ] CRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:47.541360] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRS.txt
[2025-12-15T20:19:47.541522] [INFO ] [sig       ] [827/3591] Completed CRS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-15T20:19:47.541564] [INFO ] [sig       ] [828/3591] Forecasting CRSP...
[2025-12-15T20:19:47.541611] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-15T20:19:47.541642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-15T20:19:47.552943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-15T20:19:47.553342] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-15T20:19:47.554136] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-15T20:19:47.554187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:47.554217] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:47.554243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:47.554298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:47.609762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:47.610531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:47.610627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:47.610662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:47.729308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:47.729478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:47.729535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:47.729605] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:47.733413] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-12-15T20:19:47.733765] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-15T20:19:47.733905] [INFO ] [sig       ] CRSP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:47.883252] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRSP.txt
[2025-12-15T20:19:47.883398] [INFO ] [sig       ] [828/3591] Completed CRSP in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-15T20:19:47.883438] [INFO ] [sig       ] [829/3591] Forecasting CRTO...
[2025-12-15T20:19:47.883468] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-15T20:19:47.883497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-15T20:19:47.897046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-15T20:19:47.897668] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-15T20:19:47.898635] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-15T20:19:47.898690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:47.898724] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:47.898754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:47.898816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:47.956741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:47.957953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:47.958094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:47.958128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:48.089185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:48.089432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:48.089477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:48.089508] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:48.093390] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2025-12-15T20:19:48.093733] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-15T20:19:48.093878] [INFO ] [sig       ] CRTO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:48.241846] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CRTO.txt
[2025-12-15T20:19:48.242005] [INFO ] [sig       ] [829/3591] Completed CRTO in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-15T20:19:48.242047] [INFO ] [sig       ] [830/3591] Forecasting CRUS...
[2025-12-15T20:19:48.242077] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-15T20:19:48.242106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-15T20:19:48.254413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-15T20:19:48.254836] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-15T20:19:48.255632] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-15T20:19:48.255686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:48.255720] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:48.255749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:48.255807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:48.315287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:48.316163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:48.316249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:48.316284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:48.437450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:48.437627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:48.437671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:48.437701] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:48.441115] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-15T20:19:48.441388] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-15T20:19:48.441513] [INFO ] [sig       ] CRUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:48.582565] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRUS.txt
[2025-12-15T20:19:48.582731] [INFO ] [sig       ] [830/3591] Completed CRUS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-15T20:19:48.582787] [INFO ] [sig       ] [831/3591] Forecasting CRVL...
[2025-12-15T20:19:48.582828] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-15T20:19:48.582872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-15T20:19:48.593885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-15T20:19:48.594250] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-15T20:19:48.595053] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-15T20:19:48.595106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:48.595153] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:48.595182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:48.595240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:48.652996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:48.653859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:48.653943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:48.653979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:48.776290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:48.776471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:48.776511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:48.776541] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:48.779996] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2025-12-15T20:19:48.780298] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-15T20:19:48.780429] [INFO ] [sig       ] CRVL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:48.923644] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRVL.txt
[2025-12-15T20:19:48.923784] [INFO ] [sig       ] [831/3591] Completed CRVL in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-15T20:19:48.923826] [INFO ] [sig       ] [832/3591] Forecasting CRVO...
[2025-12-15T20:19:48.923857] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-15T20:19:48.923888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-15T20:19:48.935287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-15T20:19:48.935685] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-15T20:19:48.936451] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-15T20:19:48.936502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:48.936534] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:48.936559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:48.936639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:48.992193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:48.992912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:48.992995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:48.993026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:49.112980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:49.113163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:49.113219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:49.113252] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:49.116670] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-15T20:19:49.116990] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-15T20:19:49.117125] [INFO ] [sig       ] CRVO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:49.255883] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRVO.txt
[2025-12-15T20:19:49.256058] [INFO ] [sig       ] [832/3591] Completed CRVO in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-15T20:19:49.256100] [INFO ] [sig       ] [833/3591] Forecasting CRVS...
[2025-12-15T20:19:49.256129] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-15T20:19:49.256159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-15T20:19:49.266925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-15T20:19:49.267266] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-15T20:19:49.268034] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-15T20:19:49.268086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:49.268119] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:49.268147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:49.268204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:49.323665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:49.324330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:49.324410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:49.324443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:49.454602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:49.454756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:49.454795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:49.454823] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:49.458236] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-12-15T20:19:49.458605] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-15T20:19:49.458743] [INFO ] [sig       ] CRVS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:49.605666] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRVS.txt
[2025-12-15T20:19:49.605828] [INFO ] [sig       ] [833/3591] Completed CRVS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-15T20:19:49.605870] [INFO ] [sig       ] [834/3591] Forecasting CRWD...
[2025-12-15T20:19:49.605899] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-15T20:19:49.605929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-15T20:19:49.616802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-15T20:19:49.617157] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-15T20:19:49.617957] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-15T20:19:49.618018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:49.618055] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:49.618087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:49.618147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:49.675213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:49.675945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:49.676026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:49.676059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:49.799755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:49.799929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:49.799970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:49.800000] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:49.803316] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-15T20:19:49.803601] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-15T20:19:49.803725] [INFO ] [sig       ] CRWD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:49.942458] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRWD.txt
[2025-12-15T20:19:49.942602] [INFO ] [sig       ] [834/3591] Completed CRWD in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:49.942652] [INFO ] [sig       ] [835/3591] Forecasting CRWS...
[2025-12-15T20:19:49.942682] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-15T20:19:49.942711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-15T20:19:49.953300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-15T20:19:49.953688] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-15T20:19:49.954435] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-15T20:19:49.954485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:49.954517] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:49.954542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:49.954617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:50.011973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:50.013041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:50.013126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:50.013159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:50.127114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:50.127277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:50.127317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:50.127347] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:50.131158] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=29.97%)
[2025-12-15T20:19:50.131503] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-15T20:19:50.131669] [INFO ] [sig       ] CRWS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:50.268715] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CRWS.txt
[2025-12-15T20:19:50.268868] [INFO ] [sig       ] [835/3591] Completed CRWS in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:50.268907] [INFO ] [sig       ] [836/3591] Forecasting CSAN...
[2025-12-15T20:19:50.268953] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-15T20:19:50.268983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-15T20:19:50.280170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-15T20:19:50.280535] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-15T20:19:50.281334] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-15T20:19:50.281386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:50.281446] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:50.281475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:50.281532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:50.341834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:50.342711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:50.342794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:50.342828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:50.461050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:50.461216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:50.461256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:50.461285] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:50.464594] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-15T20:19:50.464874] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-15T20:19:50.465029] [INFO ] [sig       ] CSAN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:50.609386] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CSAN.txt
[2025-12-15T20:19:50.609539] [INFO ] [sig       ] [836/3591] Completed CSAN in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:50.609599] [INFO ] [sig       ] [837/3591] Forecasting CSB...
[2025-12-15T20:19:50.609634] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-15T20:19:50.609664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-15T20:19:50.620221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-15T20:19:50.620607] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-15T20:19:50.621411] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-15T20:19:50.621462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:50.621494] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:50.621521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:50.621594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:50.681408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:50.682485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:50.682568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:50.682621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:50.798184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:50.798336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:50.798376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:50.798406] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:50.801916] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=69.70%)
[2025-12-15T20:19:50.802211] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-15T20:19:50.802338] [INFO ] [sig       ] CSB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:50.944175] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CSB.txt
[2025-12-15T20:19:50.944378] [INFO ] [sig       ] [837/3591] Completed CSB in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:50.944438] [INFO ] [sig       ] [838/3591] Forecasting CSCO...
[2025-12-15T20:19:50.944481] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-15T20:19:50.944524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-15T20:19:50.956635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-15T20:19:50.957152] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-15T20:19:50.958332] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-15T20:19:50.958420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:50.958463] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:50.958498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:50.958615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:51.017213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:51.018144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:51.018229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:51.018262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:51.141516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:51.141683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:51.141723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:51.141769] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:51.145101] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=72.74%)
[2025-12-15T20:19:51.145378] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-15T20:19:51.145503] [INFO ] [sig       ] CSCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:51.284987] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CSCO.txt
[2025-12-15T20:19:51.285139] [INFO ] [sig       ] [838/3591] Completed CSCO in 0.3s | 2.93 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:51.285181] [INFO ] [sig       ] [839/3591] Forecasting CSGP...
[2025-12-15T20:19:51.285210] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-15T20:19:51.285239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-15T20:19:51.295855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-15T20:19:51.296282] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-15T20:19:51.297142] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-15T20:19:51.297194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:51.297225] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:51.297250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:51.297306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:51.353220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:51.354074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:51.354157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:51.354190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:51.478412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:51.478564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:51.478622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:51.478684] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:51.482067] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-15T20:19:51.482331] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-15T20:19:51.482452] [INFO ] [sig       ] CSGP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:51.622925] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CSGP.txt
[2025-12-15T20:19:51.623091] [INFO ] [sig       ] [839/3591] Completed CSGP in 0.3s | 2.93 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:51.623141] [INFO ] [sig       ] [840/3591] Forecasting CSGS...
[2025-12-15T20:19:51.623176] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-15T20:19:51.623212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-15T20:19:51.633727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-15T20:19:51.634140] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-15T20:19:51.634924] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-15T20:19:51.634976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:51.635007] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:51.635033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:51.635089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:51.693349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:51.694203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:51.694301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:51.694334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:51.816462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:51.816619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:51.816661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:51.816689] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:51.820229] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=35.28%)
[2025-12-15T20:19:51.820504] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-15T20:19:51.820647] [INFO ] [sig       ] CSGS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:51.968091] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CSGS.txt
[2025-12-15T20:19:51.968219] [INFO ] [sig       ] [840/3591] Completed CSGS in 0.3s | 2.93 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:51.968261] [INFO ] [sig       ] [841/3591] Forecasting CSIQ...
[2025-12-15T20:19:51.968290] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-15T20:19:51.968319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-15T20:19:51.980641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-15T20:19:51.980962] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-15T20:19:51.981971] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-15T20:19:51.982022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:51.982057] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:51.982086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:51.982143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:52.042517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:52.043411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:52.043515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:52.043564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:52.177848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:52.177998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:52.178038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:52.178070] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:52.181371] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-15T20:19:52.181652] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-15T20:19:52.181773] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:52.320356] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CSIQ.txt
[2025-12-15T20:19:52.320478] [INFO ] [sig       ] [841/3591] Completed CSIQ in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:52.320518] [INFO ] [sig       ] [842/3591] Forecasting CSPI...
[2025-12-15T20:19:52.320547] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-15T20:19:52.320595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-15T20:19:52.331368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-15T20:19:52.331700] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-15T20:19:52.332441] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-15T20:19:52.332492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:52.332536] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:52.332566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:52.332651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:52.387674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:52.388364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:52.388442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:52.388475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:52.506976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:52.507127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:52.507177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:52.507209] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:52.510529] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-15T20:19:52.510817] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-15T20:19:52.510943] [INFO ] [sig       ] CSPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:52.650940] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CSPI.txt
[2025-12-15T20:19:52.651089] [INFO ] [sig       ] [842/3591] Completed CSPI in 0.3s | 2.93 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:52.651136] [INFO ] [sig       ] [843/3591] Forecasting CSQ...
[2025-12-15T20:19:52.651174] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-15T20:19:52.651212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-15T20:19:52.663162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-15T20:19:52.663630] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-15T20:19:52.664511] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-15T20:19:52.664606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:52.664661] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:52.664703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:52.664785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:52.725318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:52.726182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:52.726267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:52.726300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:52.851304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:52.851466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:52.851506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:52.851539] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:52.855053] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-12-15T20:19:52.855389] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-15T20:19:52.855524] [INFO ] [sig       ] CSQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:52.997020] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CSQ.txt
[2025-12-15T20:19:52.997158] [INFO ] [sig       ] [843/3591] Completed CSQ in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:52.997199] [INFO ] [sig       ] [844/3591] Forecasting CSTL...
[2025-12-15T20:19:52.997227] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-15T20:19:52.997257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-15T20:19:53.008645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-15T20:19:53.009113] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-15T20:19:53.009934] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-15T20:19:53.009987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:53.010020] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:53.010047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:53.010104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:53.066675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:53.067310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:53.067392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:53.067426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:53.195864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:53.196022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:53.196062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:53.196092] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:53.199382] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-15T20:19:53.199699] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-15T20:19:53.199828] [INFO ] [sig       ] CSTL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:53.339162] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CSTL.txt
[2025-12-15T20:19:53.339301] [INFO ] [sig       ] [844/3591] Completed CSTL in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-15T20:19:53.339341] [INFO ] [sig       ] [845/3591] Forecasting CSTM...
[2025-12-15T20:19:53.339369] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-15T20:19:53.339399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-15T20:19:53.351279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-15T20:19:53.351715] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-15T20:19:53.352601] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-15T20:19:53.352657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:53.352694] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:53.352726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:53.352783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:53.408638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:53.409430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:53.409511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:53.409544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:53.534200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:53.534356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:53.534395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:53.534423] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:53.537782] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-15T20:19:53.538050] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-15T20:19:53.538196] [INFO ] [sig       ] CSTM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:53.682780] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CSTM.txt
[2025-12-15T20:19:53.682934] [INFO ] [sig       ] [845/3591] Completed CSTM in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-15T20:19:53.682976] [INFO ] [sig       ] [846/3591] Forecasting CSWC...
[2025-12-15T20:19:53.683005] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-15T20:19:53.683046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-15T20:19:53.694523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-15T20:19:53.694838] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-15T20:19:53.695612] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-15T20:19:53.695662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:53.695692] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:53.695719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:53.695774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:53.751459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:53.752195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:53.752303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:53.752336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:53.873238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:53.873399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:53.873444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:53.873475] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:53.876933] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-15T20:19:53.877256] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-15T20:19:53.877396] [INFO ] [sig       ] CSWC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:54.019738] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CSWC.txt
[2025-12-15T20:19:54.019898] [INFO ] [sig       ] [846/3591] Completed CSWC in 0.3s | 2.93 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-15T20:19:54.019940] [INFO ] [sig       ] [847/3591] Forecasting CSX...
[2025-12-15T20:19:54.019971] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-15T20:19:54.020000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-15T20:19:54.031914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-15T20:19:54.032279] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-15T20:19:54.033054] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-15T20:19:54.033111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:54.033149] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:54.033182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:54.033251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:54.089132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:54.089788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:54.089868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:54.089901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:54.222000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:54.222177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:54.222229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:54.222271] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:54.226908] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=89.21%)
[2025-12-15T20:19:54.227367] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-15T20:19:54.227745] [INFO ] [sig       ] CSX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:54.368724] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CSX.txt
[2025-12-15T20:19:54.368873] [INFO ] [sig       ] [847/3591] Completed CSX in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-15T20:19:54.368935] [INFO ] [sig       ] [848/3591] Forecasting CTAS...
[2025-12-15T20:19:54.368970] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-15T20:19:54.368999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-15T20:19:54.380021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-15T20:19:54.380393] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-15T20:19:54.381188] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-15T20:19:54.381240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:54.381272] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:54.381299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:54.381357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:54.439832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:54.440731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:54.440815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:54.440848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:54.571317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:54.571476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:54.571516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:54.571546] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:54.575194] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-15T20:19:54.575531] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-15T20:19:54.575692] [INFO ] [sig       ] CTAS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:54.742154] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTAS.txt
[2025-12-15T20:19:54.742310] [INFO ] [sig       ] [848/3591] Completed CTAS in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-15T20:19:54.742351] [INFO ] [sig       ] [849/3591] Forecasting CTBB...
[2025-12-15T20:19:54.742382] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-15T20:19:54.742411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-15T20:19:54.753518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-15T20:19:54.753909] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-15T20:19:54.754714] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-15T20:19:54.754774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:54.754809] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:54.754837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:54.754894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:54.810541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:54.811353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:54.811439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:54.811473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:54.927313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:54.927467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:54.927506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:54.927551] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:54.930958] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=68.04%)
[2025-12-15T20:19:54.931251] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-15T20:19:54.931382] [INFO ] [sig       ] CTBB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:55.069456] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTBB.txt
[2025-12-15T20:19:55.069646] [INFO ] [sig       ] [849/3591] Completed CTBB in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-15T20:19:55.069690] [INFO ] [sig       ] [850/3591] Forecasting CTBI...
[2025-12-15T20:19:55.069720] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-15T20:19:55.069750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-15T20:19:55.080352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-15T20:19:55.080743] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-15T20:19:55.081478] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-15T20:19:55.081529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:55.081560] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:55.081608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:55.081667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:55.136630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:55.137388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:55.137469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:55.137502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:55.262935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:55.263087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:55.263128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:55.263157] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:55.266407] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-15T20:19:55.266696] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-15T20:19:55.266818] [INFO ] [sig       ] CTBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:55.409911] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTBI.txt
[2025-12-15T20:19:55.410049] [INFO ] [sig       ] [850/3591] Completed CTBI in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-15T20:19:55.410091] [INFO ] [sig       ] [851/3591] Forecasting CTDD...
[2025-12-15T20:19:55.410122] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-15T20:19:55.410153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-15T20:19:55.421366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-15T20:19:55.421724] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-15T20:19:55.422453] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-15T20:19:55.422504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:55.422534] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:55.422593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:55.422674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:55.477844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:55.478471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:55.478548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:55.478598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:55.590256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:55.590406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:55.590449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:55.590479] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:55.593886] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-12-15T20:19:55.594168] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-15T20:19:55.594292] [INFO ] [sig       ] CTDD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:55.735481] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTDD.txt
[2025-12-15T20:19:55.735629] [INFO ] [sig       ] [851/3591] Completed CTDD in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-15T20:19:55.735670] [INFO ] [sig       ] [852/3591] Forecasting CTKB...
[2025-12-15T20:19:55.735700] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-15T20:19:55.735728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-15T20:19:55.747902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-15T20:19:55.748335] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-15T20:19:55.749178] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-15T20:19:55.749244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:55.749289] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:55.749326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:55.749392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:55.805922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:55.806813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:55.806896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:55.806929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:55.925141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:55.925299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:55.925338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:55.925368] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:55.928815] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-15T20:19:55.929115] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-15T20:19:55.929245] [INFO ] [sig       ] CTKB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:56.066639] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTKB.txt
[2025-12-15T20:19:56.066786] [INFO ] [sig       ] [852/3591] Completed CTKB in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:56.066828] [INFO ] [sig       ] [853/3591] Forecasting CTLP...
[2025-12-15T20:19:56.066857] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-15T20:19:56.066887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-15T20:19:56.081746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-15T20:19:56.082227] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-15T20:19:56.083253] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-15T20:19:56.083318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:56.083395] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:56.083435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:56.083535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:56.147762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:56.148547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:56.148647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:56.148682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:56.265994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:56.266149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:56.266190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:56.266218] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:56.269608] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-15T20:19:56.269898] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-15T20:19:56.270024] [INFO ] [sig       ] CTLP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:56.409951] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CTLP.txt
[2025-12-15T20:19:56.410087] [INFO ] [sig       ] [853/3591] Completed CTLP in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:56.410128] [INFO ] [sig       ] [854/3591] Forecasting CTMX...
[2025-12-15T20:19:56.410157] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-15T20:19:56.410188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-15T20:19:56.421047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-15T20:19:56.421421] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-15T20:19:56.422248] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-15T20:19:56.422307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:56.422339] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:56.422368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:56.422426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:56.479910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:56.480718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:56.480799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:56.480833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:56.601233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:56.601386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:56.601425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:56.601454] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:56.604745] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=62.50%)
[2025-12-15T20:19:56.605005] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-15T20:19:56.605126] [INFO ] [sig       ] CTMX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:56.742605] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTMX.txt
[2025-12-15T20:19:56.742739] [INFO ] [sig       ] [854/3591] Completed CTMX in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:56.742779] [INFO ] [sig       ] [855/3591] Forecasting CTNM...
[2025-12-15T20:19:56.742808] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-15T20:19:56.742838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-15T20:19:56.753794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-15T20:19:56.754143] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-15T20:19:56.754905] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-15T20:19:56.754969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:56.755002] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:56.755029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:56.755084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:56.812878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:56.813900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:56.813998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:56.814041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:56.934833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:56.934994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:56.935032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:56.935062] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:56.938516] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=58.56%)
[2025-12-15T20:19:56.938820] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-15T20:19:56.938971] [INFO ] [sig       ] CTNM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:57.084020] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTNM.txt
[2025-12-15T20:19:57.084181] [INFO ] [sig       ] [855/3591] Completed CTNM in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:57.084223] [INFO ] [sig       ] [856/3591] Forecasting CTO...
[2025-12-15T20:19:57.084254] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-15T20:19:57.084286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-15T20:19:57.096358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-15T20:19:57.096713] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-15T20:19:57.097503] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-15T20:19:57.097555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:57.097613] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:57.097647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:57.097704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:57.154158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:57.155004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:57.155085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:57.155119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:57.276360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:57.276515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:57.276555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:57.276635] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:57.280064] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-12-15T20:19:57.280386] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-15T20:19:57.280515] [INFO ] [sig       ] CTO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:57.421596] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTO.txt
[2025-12-15T20:19:57.421756] [INFO ] [sig       ] [856/3591] Completed CTO in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:57.421797] [INFO ] [sig       ] [857/3591] Forecasting CTRA...
[2025-12-15T20:19:57.421829] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-15T20:19:57.421860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-15T20:19:57.433427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-15T20:19:57.433837] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-15T20:19:57.434661] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-15T20:19:57.434714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:57.434746] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:57.434773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:57.434831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:57.492463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:57.493318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:57.493403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:57.493436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:57.615602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:57.615782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:57.615824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:57.615852] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:57.619328] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-12-15T20:19:57.619648] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-15T20:19:57.619783] [INFO ] [sig       ] CTRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:57.763973] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTRA.txt
[2025-12-15T20:19:57.764123] [INFO ] [sig       ] [857/3591] Completed CTRA in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:57.764169] [INFO ] [sig       ] [858/3591] Forecasting CTRE...
[2025-12-15T20:19:57.764205] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-15T20:19:57.764241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-15T20:19:57.779429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-15T20:19:57.779878] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-15T20:19:57.780847] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-15T20:19:57.780906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:57.780944] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:57.780975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:57.781053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:57.842949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:57.843846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:57.843929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:57.843961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:57.965280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:57.965434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:57.965475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:57.965509] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:57.968803] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-15T20:19:57.969086] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-15T20:19:57.969212] [INFO ] [sig       ] CTRE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:58.107352] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTRE.txt
[2025-12-15T20:19:58.107500] [INFO ] [sig       ] [858/3591] Completed CTRE in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:58.107542] [INFO ] [sig       ] [859/3591] Forecasting CTRM...
[2025-12-15T20:19:58.107589] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-15T20:19:58.107624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-15T20:19:58.119942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-15T20:19:58.120342] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-15T20:19:58.121134] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-15T20:19:58.121190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:58.121222] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:58.121250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:58.121309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:58.180693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:58.181620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:58.181715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:58.181750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:58.301598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:58.301747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:58.301785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:58.301813] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:58.305045] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=60.68%)
[2025-12-15T20:19:58.305308] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-15T20:19:58.305425] [INFO ] [sig       ] CTRM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:58.444200] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTRM.txt
[2025-12-15T20:19:58.444357] [INFO ] [sig       ] [859/3591] Completed CTRM in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:58.444396] [INFO ] [sig       ] [860/3591] Forecasting CTRN...
[2025-12-15T20:19:58.444425] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-15T20:19:58.444455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-15T20:19:58.455109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-15T20:19:58.455431] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-15T20:19:58.456196] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-15T20:19:58.456248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:58.456280] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:58.456307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:58.456364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:58.512614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:58.513266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:58.513355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:58.513388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:58.636506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:58.636677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:58.636717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:58.636746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:58.640062] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-15T20:19:58.640377] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-15T20:19:58.640497] [INFO ] [sig       ] CTRN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:58.779080] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTRN.txt
[2025-12-15T20:19:58.779200] [INFO ] [sig       ] [860/3591] Completed CTRN in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:58.779239] [INFO ] [sig       ] [861/3591] Forecasting CTS...
[2025-12-15T20:19:58.779268] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-15T20:19:58.779297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-15T20:19:58.790121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-15T20:19:58.790460] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-15T20:19:58.791297] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-15T20:19:58.791358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:58.791389] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:58.791415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:58.791471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:58.848892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:58.849527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:58.849622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:58.849657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:58.969755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:58.969913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:58.969955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:58.969990] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:58.973384] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-12-15T20:19:58.973678] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-15T20:19:58.973823] [INFO ] [sig       ] CTS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:59.116839] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTS.txt
[2025-12-15T20:19:59.116996] [INFO ] [sig       ] [861/3591] Completed CTS in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-15T20:19:59.117038] [INFO ] [sig       ] [862/3591] Forecasting CTSH...
[2025-12-15T20:19:59.117067] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-15T20:19:59.117096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-15T20:19:59.128809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-15T20:19:59.129242] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-15T20:19:59.130046] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-15T20:19:59.130098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:59.130129] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:59.130159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:59.130227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:59.186522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:59.187383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:59.187465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:59.187498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:59.304982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:59.305135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:59.305212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:59.305246] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:59.308788] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-15T20:19:59.309091] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-15T20:19:59.309216] [INFO ] [sig       ] CTSH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:19:59.450181] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CTSH.txt
[2025-12-15T20:19:59.450337] [INFO ] [sig       ] [862/3591] Completed CTSH in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-15T20:19:59.450377] [INFO ] [sig       ] [863/3591] Forecasting CTVA...
[2025-12-15T20:19:59.450409] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-15T20:19:59.450437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-15T20:19:59.461963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-15T20:19:59.462368] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-15T20:19:59.463229] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-15T20:19:59.463299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:59.463343] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:59.463376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:59.463435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:59.523316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:59.524222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:59.524376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:59.524412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:59.655043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:59.655211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:59.655273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:59.655312] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:19:59.658737] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=75.19%)
[2025-12-15T20:19:59.659058] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-15T20:19:59.659195] [INFO ] [sig       ] CTVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:19:59.802955] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CTVA.txt
[2025-12-15T20:19:59.803105] [INFO ] [sig       ] [863/3591] Completed CTVA in 0.4s | 2.93 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-15T20:19:59.803148] [INFO ] [sig       ] [864/3591] Forecasting CUBE...
[2025-12-15T20:19:59.803179] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-15T20:19:59.803211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-15T20:19:59.814845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-15T20:19:59.815239] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-15T20:19:59.816036] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-15T20:19:59.816089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:19:59.816122] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:19:59.816149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:19:59.816206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:19:59.874518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:19:59.875407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:19:59.875494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:19:59.875526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:19:59.996400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:19:59.996558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:19:59.996617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:19:59.996647] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:00.000199] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=51.38%)
[2025-12-15T20:20:00.000531] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-15T20:20:00.000730] [INFO ] [sig       ] CUBE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:00.163265] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CUBE.txt
[2025-12-15T20:20:00.163432] [INFO ] [sig       ] [864/3591] Completed CUBE in 0.4s | 2.93 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-15T20:20:00.163703] [INFO ] [sig       ] [865/3591] Forecasting CUBI...
[2025-12-15T20:20:00.163741] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-15T20:20:00.163772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-15T20:20:00.175633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-15T20:20:00.175978] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-15T20:20:00.176769] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-15T20:20:00.176821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:00.176859] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:00.176897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:00.176972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:00.233360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:00.234249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:00.234331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:00.234364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:00.357154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:00.357312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:00.357351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:00.357383] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:00.360756] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-15T20:20:00.361038] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-15T20:20:00.361162] [INFO ] [sig       ] CUBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:00.499144] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CUBI.txt
[2025-12-15T20:20:00.499278] [INFO ] [sig       ] [865/3591] Completed CUBI in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-15T20:20:00.499329] [INFO ] [sig       ] [866/3591] Forecasting CUK...
[2025-12-15T20:20:00.499369] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-15T20:20:00.499409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-15T20:20:00.510015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-15T20:20:00.510346] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-15T20:20:00.511105] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-15T20:20:00.511157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:00.511204] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:00.511234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:00.511293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:00.569421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:00.570440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:00.570533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:00.570570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:00.703678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:00.703837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:00.703876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:00.703908] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:00.707281] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=30.09%)
[2025-12-15T20:20:00.707570] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-15T20:20:00.707727] [INFO ] [sig       ] CUK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:00.861013] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CUK.txt
[2025-12-15T20:20:00.861179] [INFO ] [sig       ] [866/3591] Completed CUK in 0.4s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-15T20:20:00.861224] [INFO ] [sig       ] [867/3591] Forecasting CULP...
[2025-12-15T20:20:00.861258] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-15T20:20:00.861288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-15T20:20:00.871297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-15T20:20:00.871656] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-15T20:20:00.872388] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-15T20:20:00.872438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:00.872470] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:00.872498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:00.872554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:00.931224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:00.932019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:00.932099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:00.932133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:01.032643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:01.032804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:01.032843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:01.032872] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:01.036122] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-12-15T20:20:01.036393] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-15T20:20:01.036517] [INFO ] [sig       ] CULP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:01.181053] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CULP.txt
[2025-12-15T20:20:01.181208] [INFO ] [sig       ] [867/3591] Completed CULP in 0.3s | 2.93 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-15T20:20:01.181252] [INFO ] [sig       ] [868/3591] Forecasting CURI...
[2025-12-15T20:20:01.181284] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-15T20:20:01.181317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-15T20:20:01.193544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-15T20:20:01.193925] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-15T20:20:01.194722] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-15T20:20:01.194777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:01.194809] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:01.194838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:01.194897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:01.253657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:01.254456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:01.254541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:01.254591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:01.375830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:01.375986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:01.376025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:01.376054] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:01.379319] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-15T20:20:01.379608] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-15T20:20:01.379732] [INFO ] [sig       ] CURI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:01.552788] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CURI.txt
[2025-12-15T20:20:01.553001] [INFO ] [sig       ] [868/3591] Completed CURI in 0.4s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-15T20:20:01.553063] [INFO ] [sig       ] [869/3591] Forecasting CUZ...
[2025-12-15T20:20:01.553110] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-15T20:20:01.553155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-15T20:20:01.566676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-15T20:20:01.567106] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-15T20:20:01.568144] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-15T20:20:01.568203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:01.568244] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:01.568278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:01.568349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:01.628377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:01.633132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:01.633379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:01.633417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:01.756808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:01.756965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:01.757005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:01.757035] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:01.760876] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-12-15T20:20:01.761158] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-15T20:20:01.761296] [INFO ] [sig       ] CUZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:01.905784] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CUZ.txt
[2025-12-15T20:20:01.905949] [INFO ] [sig       ] [869/3591] Completed CUZ in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:01.905998] [INFO ] [sig       ] [870/3591] Forecasting CVAC...
[2025-12-15T20:20:01.906029] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-15T20:20:01.906058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-15T20:20:01.918151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-15T20:20:01.918657] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-15T20:20:01.919592] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-15T20:20:01.919648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:01.919738] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:01.919784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:01.919867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:01.979467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:01.980388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:01.980495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:01.980531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:02.117146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:02.117310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:02.117350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:02.117379] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:02.120838] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-15T20:20:02.121139] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-15T20:20:02.121271] [INFO ] [sig       ] CVAC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:02.262501] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CVAC.txt
[2025-12-15T20:20:02.262689] [INFO ] [sig       ] [870/3591] Completed CVAC in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:02.262731] [INFO ] [sig       ] [871/3591] Forecasting CVBF...
[2025-12-15T20:20:02.262761] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-15T20:20:02.262791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-15T20:20:02.275949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-15T20:20:02.276397] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-15T20:20:02.277315] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-15T20:20:02.277370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:02.277404] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:02.277430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:02.277486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:02.334285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:02.335147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:02.335228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:02.335262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:02.452244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:02.452393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:02.452433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:02.452462] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:02.455750] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=64.18%)
[2025-12-15T20:20:02.456024] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-15T20:20:02.456161] [INFO ] [sig       ] CVBF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:02.594306] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CVBF.txt
[2025-12-15T20:20:02.594420] [INFO ] [sig       ] [871/3591] Completed CVBF in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:02.594459] [INFO ] [sig       ] [872/3591] Forecasting CVCO...
[2025-12-15T20:20:02.594488] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-15T20:20:02.594518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-15T20:20:02.606843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-15T20:20:02.607293] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-15T20:20:02.608145] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-15T20:20:02.608199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:02.608232] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:02.608260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:02.608320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:02.667855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:02.668741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:02.668827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:02.668861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:02.793767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:02.793935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:02.793984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:02.794014] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:02.797550] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-15T20:20:02.797861] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-15T20:20:02.797987] [INFO ] [sig       ] CVCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:02.940019] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CVCO.txt
[2025-12-15T20:20:02.940155] [INFO ] [sig       ] [872/3591] Completed CVCO in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:02.940197] [INFO ] [sig       ] [873/3591] Forecasting CVE...
[2025-12-15T20:20:02.940225] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-15T20:20:02.940256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-15T20:20:03.023684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-15T20:20:03.024186] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-15T20:20:03.025227] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-15T20:20:03.025282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:03.025338] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:03.025384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:03.025446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:03.090469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:03.091336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:03.091433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:03.091467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:03.218414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:03.218599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:03.218647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:03.218731] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:03.222426] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-15T20:20:03.222769] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-15T20:20:03.222922] [INFO ] [sig       ] CVE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:03.370844] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CVE.txt
[2025-12-15T20:20:03.370981] [INFO ] [sig       ] [873/3591] Completed CVE in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:03.371033] [INFO ] [sig       ] [874/3591] Forecasting CVEO...
[2025-12-15T20:20:03.371076] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-15T20:20:03.371110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-15T20:20:03.382272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-15T20:20:03.382674] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-15T20:20:03.383509] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-15T20:20:03.383597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:03.383636] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:03.383662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:03.383718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:03.445180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:03.446036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:03.446119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:03.446151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:03.572132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:03.572281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:03.572321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:03.572354] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:03.575725] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-15T20:20:03.576002] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-15T20:20:03.576128] [INFO ] [sig       ] CVEO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:03.714043] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CVEO.txt
[2025-12-15T20:20:03.714190] [INFO ] [sig       ] [874/3591] Completed CVEO in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:03.714231] [INFO ] [sig       ] [875/3591] Forecasting CVGI...
[2025-12-15T20:20:03.714260] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-15T20:20:03.714299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-15T20:20:03.726087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-15T20:20:03.726443] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-15T20:20:03.727224] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-15T20:20:03.727276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:03.727308] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:03.727334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:03.727391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:03.782729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:03.783358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:03.783483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:03.783518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:03.903132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:03.903257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:03.903305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:03.903342] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:03.906814] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-15T20:20:03.907101] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-15T20:20:03.907229] [INFO ] [sig       ] CVGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:04.043832] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CVGI.txt
[2025-12-15T20:20:04.043963] [INFO ] [sig       ] [875/3591] Completed CVGI in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:04.044004] [INFO ] [sig       ] [876/3591] Forecasting CVI...
[2025-12-15T20:20:04.044033] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-15T20:20:04.044063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-15T20:20:04.055128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-15T20:20:04.055470] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-15T20:20:04.056255] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-15T20:20:04.056308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:04.056342] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:04.056372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:04.056429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:04.112341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:04.113234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:04.113315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:04.113347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:04.238483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:04.238864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:04.238903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:04.238944] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:04.242285] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-15T20:20:04.242563] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-15T20:20:04.242713] [INFO ] [sig       ] CVI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:04.379618] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CVI.txt
[2025-12-15T20:20:04.379753] [INFO ] [sig       ] [876/3591] Completed CVI in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:04.379799] [INFO ] [sig       ] [877/3591] Forecasting CVKD...
[2025-12-15T20:20:04.379831] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-15T20:20:04.379861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-15T20:20:04.390788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-15T20:20:04.391134] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-15T20:20:04.391966] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-15T20:20:04.392019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:04.392051] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:04.392090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:04.392148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:04.447265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:04.447941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:04.448016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:04.448049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:04.566853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:04.567004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:04.567047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:04.567076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:04.570473] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2025-12-15T20:20:04.570770] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-15T20:20:04.570896] [INFO ] [sig       ] CVKD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:04.710983] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CVKD.txt
[2025-12-15T20:20:04.711155] [INFO ] [sig       ] [877/3591] Completed CVKD in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:04.711204] [INFO ] [sig       ] [878/3591] Forecasting CVNA...
[2025-12-15T20:20:04.711234] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-15T20:20:04.711266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-15T20:20:04.722407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-15T20:20:04.722809] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-15T20:20:04.723618] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-15T20:20:04.723670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:04.723704] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:04.723731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:04.723788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:04.781043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:04.781914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:04.781996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:04.782029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:04.902741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:04.902897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:04.902938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:04.902967] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:04.906229] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-12-15T20:20:04.906501] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-15T20:20:04.906638] [INFO ] [sig       ] CVNA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:05.044038] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CVNA.txt
[2025-12-15T20:20:05.044179] [INFO ] [sig       ] [878/3591] Completed CVNA in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:05.044219] [INFO ] [sig       ] [879/3591] Forecasting CVRX...
[2025-12-15T20:20:05.044249] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-15T20:20:05.044279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-15T20:20:05.054925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-15T20:20:05.055297] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-15T20:20:05.056084] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-15T20:20:05.056135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:05.056167] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:05.056194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:05.056255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:05.112421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:05.113283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:05.113371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:05.113406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:05.237006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:05.237163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:05.237201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:05.237229] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:05.240625] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-12-15T20:20:05.240898] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-15T20:20:05.241025] [INFO ] [sig       ] CVRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:05.385905] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CVRX.txt
[2025-12-15T20:20:05.386076] [INFO ] [sig       ] [879/3591] Completed CVRX in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:05.386118] [INFO ] [sig       ] [880/3591] Forecasting CVS...
[2025-12-15T20:20:05.386151] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-15T20:20:05.386185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-15T20:20:05.398837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-15T20:20:05.399262] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-15T20:20:05.400076] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-15T20:20:05.400129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:05.400161] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:05.400189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:05.400246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:05.456246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:05.457081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:05.457196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:05.457231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:05.578530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:05.578703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:05.578745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:05.578774] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:05.582090] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=21.37%)
[2025-12-15T20:20:05.582380] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-15T20:20:05.582522] [INFO ] [sig       ] CVS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:05.722056] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CVS.txt
[2025-12-15T20:20:05.722215] [INFO ] [sig       ] [880/3591] Completed CVS in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-15T20:20:05.722255] [INFO ] [sig       ] [881/3591] Forecasting CVX...
[2025-12-15T20:20:05.722285] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-15T20:20:05.722333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-15T20:20:05.734057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-15T20:20:05.734454] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-15T20:20:05.735260] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-15T20:20:05.735312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:05.735343] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:05.735370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:05.735427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:05.793722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:05.794727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:05.794845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:05.794908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:05.931182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:05.931336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:05.931375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:05.931404] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:05.934707] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=40.64%)
[2025-12-15T20:20:05.934979] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-15T20:20:05.935101] [INFO ] [sig       ] CVX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:06.076238] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CVX.txt
[2025-12-15T20:20:06.076393] [INFO ] [sig       ] [881/3591] Completed CVX in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-15T20:20:06.076435] [INFO ] [sig       ] [882/3591] Forecasting CWAN...
[2025-12-15T20:20:06.076466] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-15T20:20:06.076500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-15T20:20:06.087366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-15T20:20:06.087776] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-15T20:20:06.088555] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-15T20:20:06.088624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:06.088658] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:06.088686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:06.088743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:06.146940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:06.147851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:06.147938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:06.147972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:06.267600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:06.267752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:06.267790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:06.267818] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:06.271275] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-15T20:20:06.271591] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-15T20:20:06.271722] [INFO ] [sig       ] CWAN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:06.414023] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CWAN.txt
[2025-12-15T20:20:06.414170] [INFO ] [sig       ] [882/3591] Completed CWAN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-15T20:20:06.414212] [INFO ] [sig       ] [883/3591] Forecasting CWBC...
[2025-12-15T20:20:06.414241] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-15T20:20:06.414270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-15T20:20:06.425157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-15T20:20:06.425492] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-15T20:20:06.426255] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-15T20:20:06.426307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:06.426338] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:06.426365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:06.426421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:06.485217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:06.485947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:06.486028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:06.486062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:06.605201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:06.605338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:06.605377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:06.605407] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:06.608677] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2025-12-15T20:20:06.608956] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-15T20:20:06.609076] [INFO ] [sig       ] CWBC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:06.745488] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CWBC.txt
[2025-12-15T20:20:06.745644] [INFO ] [sig       ] [883/3591] Completed CWBC in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-15T20:20:06.745685] [INFO ] [sig       ] [884/3591] Forecasting CWCO...
[2025-12-15T20:20:06.745714] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-15T20:20:06.745744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-15T20:20:06.756151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-15T20:20:06.756504] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-15T20:20:06.757263] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-15T20:20:06.757315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:06.757346] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:06.757373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:06.757433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:06.812546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:06.813253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:06.813329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:06.813361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:06.927890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:06.928039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:06.928078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:06.928106] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:06.931757] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-12-15T20:20:06.932021] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-15T20:20:06.932140] [INFO ] [sig       ] CWCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:07.071736] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CWCO.txt
[2025-12-15T20:20:07.071871] [INFO ] [sig       ] [884/3591] Completed CWCO in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-15T20:20:07.071912] [INFO ] [sig       ] [885/3591] Forecasting CWD...
[2025-12-15T20:20:07.071942] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-15T20:20:07.071972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-15T20:20:07.082617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-15T20:20:07.082994] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-15T20:20:07.083755] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-15T20:20:07.083806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:07.083836] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:07.083862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:07.083917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:07.139675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:07.140360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:07.140443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:07.140476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:07.252875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:07.253034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:07.253079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:07.253110] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:07.256629] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=23.24%)
[2025-12-15T20:20:07.256914] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-15T20:20:07.257037] [INFO ] [sig       ] CWD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:07.397134] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CWD.txt
[2025-12-15T20:20:07.397265] [INFO ] [sig       ] [885/3591] Completed CWD in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-15T20:20:07.397303] [INFO ] [sig       ] [886/3591] Forecasting CWEN...
[2025-12-15T20:20:07.397332] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-15T20:20:07.397362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-15T20:20:07.410341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-15T20:20:07.410714] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-15T20:20:07.411468] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-15T20:20:07.411519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:07.411552] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:07.411603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:07.411664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:07.466727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:07.467384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:07.467462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:07.467495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:07.585392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:07.585544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:07.585599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:07.585630] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:07.588958] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-12-15T20:20:07.589242] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-15T20:20:07.589369] [INFO ] [sig       ] CWEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:07.745396] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CWEN.txt
[2025-12-15T20:20:07.745554] [INFO ] [sig       ] [886/3591] Completed CWEN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-15T20:20:07.745612] [INFO ] [sig       ] [887/3591] Forecasting CWH...
[2025-12-15T20:20:07.745645] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-15T20:20:07.745674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-15T20:20:07.757210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-15T20:20:07.757628] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-15T20:20:07.758378] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-15T20:20:07.758428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:07.758487] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:07.758515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:07.758587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:07.817666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:07.818543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:07.818644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:07.818678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:07.941434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:07.941605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:07.941647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:07.941871] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:07.945679] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=35.43%)
[2025-12-15T20:20:07.945950] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-15T20:20:07.946074] [INFO ] [sig       ] CWH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:08.084776] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CWH.txt
[2025-12-15T20:20:08.084901] [INFO ] [sig       ] [887/3591] Completed CWH in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:08.084940] [INFO ] [sig       ] [888/3591] Forecasting CWK...
[2025-12-15T20:20:08.084970] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-15T20:20:08.084999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-15T20:20:08.097279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-15T20:20:08.097630] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-15T20:20:08.098366] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-15T20:20:08.098417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:08.098447] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:08.098475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:08.098534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:08.153535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:08.154228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:08.154306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:08.154338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:08.275407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:08.275557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:08.275616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:08.275646] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:08.279104] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-15T20:20:08.279375] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-15T20:20:08.279498] [INFO ] [sig       ] CWK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:08.417715] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CWK.txt
[2025-12-15T20:20:08.417845] [INFO ] [sig       ] [888/3591] Completed CWK in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:08.417884] [INFO ] [sig       ] [889/3591] Forecasting CXDO...
[2025-12-15T20:20:08.417914] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-15T20:20:08.417944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-15T20:20:08.429017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-15T20:20:08.429334] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-15T20:20:08.430099] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-15T20:20:08.430152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:08.430183] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:08.430210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:08.430266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:08.485299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:08.485894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:08.485971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:08.486003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:08.605106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:08.605286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:08.605339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:08.605381] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:08.610004] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-15T20:20:08.610351] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-15T20:20:08.610528] [INFO ] [sig       ] CXDO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:08.755303] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CXDO.txt
[2025-12-15T20:20:08.755470] [INFO ] [sig       ] [889/3591] Completed CXDO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:08.755522] [INFO ] [sig       ] [890/3591] Forecasting CXE...
[2025-12-15T20:20:08.755554] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-15T20:20:08.755605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-15T20:20:08.767480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-15T20:20:08.767871] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-15T20:20:08.768629] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-15T20:20:08.768696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:08.768728] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:08.768754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:08.768810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:08.824532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:08.825373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:08.825480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:08.825514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:08.937198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:08.937356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:08.937394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:08.937466] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:08.940866] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2025-12-15T20:20:08.941146] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-15T20:20:08.941269] [INFO ] [sig       ] CXE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:09.079960] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CXE.txt
[2025-12-15T20:20:09.080109] [INFO ] [sig       ] [890/3591] Completed CXE in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:09.080150] [INFO ] [sig       ] [891/3591] Forecasting CXSE...
[2025-12-15T20:20:09.080179] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-15T20:20:09.080209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-15T20:20:09.093468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-15T20:20:09.093907] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-15T20:20:09.094697] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-15T20:20:09.094749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:09.094781] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:09.094807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:09.094864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:09.150782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:09.151663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:09.151746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:09.151778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:09.266297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:09.266467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:09.266516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:09.266546] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:09.270132] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2025-12-15T20:20:09.270480] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-15T20:20:09.270658] [INFO ] [sig       ] CXSE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:09.406731] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CXSE.txt
[2025-12-15T20:20:09.406865] [INFO ] [sig       ] [891/3591] Completed CXSE in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:09.406904] [INFO ] [sig       ] [892/3591] Forecasting CYD...
[2025-12-15T20:20:09.406935] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-15T20:20:09.406964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-15T20:20:09.418804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-15T20:20:09.419206] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-15T20:20:09.419995] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-15T20:20:09.420046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:09.420077] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:09.420104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:09.420161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:09.475858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:09.476699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:09.476782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:09.476814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:09.592909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:09.593082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:09.593122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:09.593150] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:09.596494] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=51.93%)
[2025-12-15T20:20:09.596777] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-15T20:20:09.596901] [INFO ] [sig       ] CYD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:09.741258] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CYD.txt
[2025-12-15T20:20:09.741417] [INFO ] [sig       ] [892/3591] Completed CYD in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:09.741459] [INFO ] [sig       ] [893/3591] Forecasting CYH...
[2025-12-15T20:20:09.741488] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-15T20:20:09.741518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-15T20:20:09.752904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-15T20:20:09.753277] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-15T20:20:09.754051] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-15T20:20:09.754103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:09.754134] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:09.754160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:09.754215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:09.810757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:09.811652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:09.811752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:09.811785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:09.935297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:09.935456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:09.935495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:09.935523] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:09.938867] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-15T20:20:09.939172] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-15T20:20:09.939298] [INFO ] [sig       ] CYH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:10.077121] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CYH.txt
[2025-12-15T20:20:10.077279] [INFO ] [sig       ] [893/3591] Completed CYH in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:10.077326] [INFO ] [sig       ] [894/3591] Forecasting CYN...
[2025-12-15T20:20:10.077358] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-15T20:20:10.077389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-15T20:20:10.090788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-15T20:20:10.091274] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-15T20:20:10.092161] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-15T20:20:10.092217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:10.092251] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:10.092280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:10.092339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:10.154514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:10.155479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:10.155603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:10.155654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:10.279007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:10.279165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:10.279204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:10.279233] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:10.282522] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-15T20:20:10.282819] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-15T20:20:10.282943] [INFO ] [sig       ] CYN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:10.419761] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CYN.txt
[2025-12-15T20:20:10.419907] [INFO ] [sig       ] [894/3591] Completed CYN in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:10.419948] [INFO ] [sig       ] [895/3591] Forecasting CYRX...
[2025-12-15T20:20:10.419978] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-15T20:20:10.420008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-15T20:20:10.430974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-15T20:20:10.431333] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-15T20:20:10.432130] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-15T20:20:10.432183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:10.432215] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:10.432243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:10.432301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:10.488902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:10.489652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:10.489732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:10.489766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:10.611654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:10.611799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:10.611838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:10.611866] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:10.615210] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-15T20:20:10.615504] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-15T20:20:10.615683] [INFO ] [sig       ] CYRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:10.753016] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CYRX.txt
[2025-12-15T20:20:10.753143] [INFO ] [sig       ] [895/3591] Completed CYRX in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:10.753181] [INFO ] [sig       ] [896/3591] Forecasting CYTK...
[2025-12-15T20:20:10.753210] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-15T20:20:10.753241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-15T20:20:10.763769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-15T20:20:10.764090] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-15T20:20:10.764853] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-15T20:20:10.764904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:10.764934] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:10.764960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:10.765016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:10.820780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:10.821397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:10.821475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:10.821508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:10.959506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:10.959678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:10.959908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:10.959936] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:10.963259] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=33.55%)
[2025-12-15T20:20:10.963527] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-15T20:20:10.963666] [INFO ] [sig       ] CYTK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:11.103171] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CYTK.txt
[2025-12-15T20:20:11.103339] [INFO ] [sig       ] [896/3591] Completed CYTK in 0.4s | 2.93 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-15T20:20:11.103382] [INFO ] [sig       ] [897/3591] Forecasting CZFS...
[2025-12-15T20:20:11.103414] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-15T20:20:11.103445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-15T20:20:11.114146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-15T20:20:11.114500] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-15T20:20:11.115345] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-15T20:20:11.115400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:11.115433] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:11.115462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:11.115520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:11.171547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:11.172422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:11.172554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:11.172608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:11.268617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:11.268750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:11.268806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:11.268836] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:11.272182] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=35.29%)
[2025-12-15T20:20:11.272456] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-15T20:20:11.272597] [INFO ] [sig       ] CZFS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:11.411602] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CZFS.txt
[2025-12-15T20:20:11.411756] [INFO ] [sig       ] [897/3591] Completed CZFS in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-15T20:20:11.411798] [INFO ] [sig       ] [898/3591] Forecasting CZNC...
[2025-12-15T20:20:11.411828] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-15T20:20:11.411858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-15T20:20:11.422442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-15T20:20:11.422815] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-15T20:20:11.423563] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-15T20:20:11.423634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:11.423666] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:11.423692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:11.423748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:11.480455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:11.481326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:11.481409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:11.481462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:11.603367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:11.603509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:11.603548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:11.603593] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:11.606843] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-12-15T20:20:11.607107] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-15T20:20:11.607225] [INFO ] [sig       ] CZNC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:11.743965] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/CZNC.txt
[2025-12-15T20:20:11.744115] [INFO ] [sig       ] [898/3591] Completed CZNC in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-15T20:20:11.744157] [INFO ] [sig       ] [899/3591] Forecasting CZWI...
[2025-12-15T20:20:11.744186] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-15T20:20:11.744215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-15T20:20:11.756064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-15T20:20:11.756438] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-15T20:20:11.757213] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-15T20:20:11.757264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:11.757295] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:11.757322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:11.757378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:11.814021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:11.814891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:11.814975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:11.815007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:11.928288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:11.928436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:11.928479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:11.928507] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:11.931923] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=62.58%)
[2025-12-15T20:20:11.932201] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-15T20:20:11.932326] [INFO ] [sig       ] CZWI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:12.073087] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/CZWI.txt
[2025-12-15T20:20:12.073216] [INFO ] [sig       ] [899/3591] Completed CZWI in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-15T20:20:12.073257] [INFO ] [sig       ] [900/3591] Forecasting DAIO...
[2025-12-15T20:20:12.073287] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-15T20:20:12.073316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-15T20:20:12.083595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-15T20:20:12.083956] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-15T20:20:12.084798] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-15T20:20:12.084852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:12.084886] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:12.084922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:12.084986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:12.146277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:12.147111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:12.147194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:12.147227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:12.259259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:12.259404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:12.259461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:12.259492] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:12.262789] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-12-15T20:20:12.263057] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-15T20:20:12.263175] [INFO ] [sig       ] DAIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:12.404411] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DAIO.txt
[2025-12-15T20:20:12.404628] [INFO ] [sig       ] [900/3591] Completed DAIO in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-15T20:20:12.404674] [INFO ] [sig       ] [901/3591] Forecasting DAL...
[2025-12-15T20:20:12.404705] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-15T20:20:12.404734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-15T20:20:12.416521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-15T20:20:12.416877] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-15T20:20:12.417696] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-15T20:20:12.417747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:12.417794] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:12.417821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:12.417877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:12.474671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:12.475320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:12.475413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:12.475449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:12.601219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:12.601375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:12.601415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:12.601444] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:12.604792] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=70.80%)
[2025-12-15T20:20:12.605067] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-15T20:20:12.605189] [INFO ] [sig       ] DAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:12.744642] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DAL.txt
[2025-12-15T20:20:12.744792] [INFO ] [sig       ] [901/3591] Completed DAL in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-15T20:20:12.744833] [INFO ] [sig       ] [902/3591] Forecasting DAN...
[2025-12-15T20:20:12.744864] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-15T20:20:12.744893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-15T20:20:12.756221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-15T20:20:12.756552] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-15T20:20:12.757321] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-15T20:20:12.757372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:12.757403] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:12.757429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:12.757484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:12.813471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:12.814132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:12.814208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:12.814240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:12.940889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:12.941045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:12.941085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:12.941114] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:12.944442] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=60.45%)
[2025-12-15T20:20:12.944724] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-15T20:20:12.944844] [INFO ] [sig       ] DAN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:13.087834] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DAN.txt
[2025-12-15T20:20:13.087965] [INFO ] [sig       ] [902/3591] Completed DAN in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-15T20:20:13.088004] [INFO ] [sig       ] [903/3591] Forecasting DAO...
[2025-12-15T20:20:13.088034] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-15T20:20:13.088064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-15T20:20:13.099701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-15T20:20:13.100094] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-15T20:20:13.100883] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-15T20:20:13.100955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:13.100987] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:13.101013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:13.101067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:13.158404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:13.159771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:13.159950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:13.159985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:13.289502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:13.289677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:13.289909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:13.289937] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:13.293615] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-15T20:20:13.293905] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-15T20:20:13.294035] [INFO ] [sig       ] DAO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:13.434111] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DAO.txt
[2025-12-15T20:20:13.434249] [INFO ] [sig       ] [903/3591] Completed DAO in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-15T20:20:13.434290] [INFO ] [sig       ] [904/3591] Forecasting DAPP...
[2025-12-15T20:20:13.434319] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-15T20:20:13.434348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-15T20:20:13.445349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-15T20:20:13.445675] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-15T20:20:13.446444] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-15T20:20:13.446494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:13.446553] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:13.446598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:13.446657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:13.501765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:13.502384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:13.502462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:13.502499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:13.623317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:13.623466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:13.623505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:13.623533] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:13.626929] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-12-15T20:20:13.627223] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-15T20:20:13.627355] [INFO ] [sig       ] DAPP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:13.765175] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DAPP.txt
[2025-12-15T20:20:13.765317] [INFO ] [sig       ] [904/3591] Completed DAPP in 0.3s | 2.93 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-15T20:20:13.765357] [INFO ] [sig       ] [905/3591] Forecasting DARE...
[2025-12-15T20:20:13.765393] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-15T20:20:13.765424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-15T20:20:13.777337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-15T20:20:13.777789] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-15T20:20:13.778613] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-15T20:20:13.778667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:13.778699] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:13.778726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:13.778783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:13.853806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:13.854718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:13.854803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:13.854835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:13.971475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:13.971659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:13.971703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:13.971732] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:13.974989] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-15T20:20:13.975254] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-15T20:20:13.975373] [INFO ] [sig       ] DARE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:14.114880] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DARE.txt
[2025-12-15T20:20:14.115010] [INFO ] [sig       ] [905/3591] Completed DARE in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-15T20:20:14.115049] [INFO ] [sig       ] [906/3591] Forecasting DASH...
[2025-12-15T20:20:14.115078] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-15T20:20:14.115107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-15T20:20:14.126415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-15T20:20:14.126756] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-15T20:20:14.127500] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-15T20:20:14.127552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:14.127608] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:14.127638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:14.127695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:14.184874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:14.185532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:14.185631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:14.185665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:14.317780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:14.317940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:14.317979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:14.318007] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:14.321434] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-15T20:20:14.321719] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-15T20:20:14.321838] [INFO ] [sig       ] DASH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:14.462537] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DASH.txt
[2025-12-15T20:20:14.462707] [INFO ] [sig       ] [906/3591] Completed DASH in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-15T20:20:14.462753] [INFO ] [sig       ] [907/3591] Forecasting DAVA...
[2025-12-15T20:20:14.462783] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-15T20:20:14.462814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-15T20:20:14.474006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-15T20:20:14.474366] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-15T20:20:14.475175] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-15T20:20:14.475227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:14.475258] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:14.475285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:14.475341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:14.532949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:14.533640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:14.533729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:14.533763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:14.653997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:14.654147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:14.654185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:14.654260] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:14.657521] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-12-15T20:20:14.657804] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-15T20:20:14.657926] [INFO ] [sig       ] DAVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:14.795592] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DAVA.txt
[2025-12-15T20:20:14.795717] [INFO ] [sig       ] [907/3591] Completed DAVA in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-15T20:20:14.795757] [INFO ] [sig       ] [908/3591] Forecasting DAVE...
[2025-12-15T20:20:14.795788] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-15T20:20:14.795818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-15T20:20:14.806728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-15T20:20:14.807060] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-15T20:20:14.807858] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-15T20:20:14.807909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:14.807940] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:14.807966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:14.808022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:14.869239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:14.870175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:14.870270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:14.870316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:15.004559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:15.004758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:15.004812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:15.004869] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:15.008827] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=30.63%)
[2025-12-15T20:20:15.009145] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-15T20:20:15.009286] [INFO ] [sig       ] DAVE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:15.152261] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DAVE.txt
[2025-12-15T20:20:15.152392] [INFO ] [sig       ] [908/3591] Completed DAVE in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-15T20:20:15.152431] [INFO ] [sig       ] [909/3591] Forecasting DAWN...
[2025-12-15T20:20:15.152461] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-15T20:20:15.152489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-15T20:20:15.163327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-15T20:20:15.163705] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-15T20:20:15.164463] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-15T20:20:15.164515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:15.164552] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:15.164620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:15.164692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:15.221080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:15.221801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:15.221879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:15.221911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:15.340025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:15.340157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:15.340197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:15.340227] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:15.343456] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-15T20:20:15.343738] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-15T20:20:15.343860] [INFO ] [sig       ] DAWN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:15.481515] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DAWN.txt
[2025-12-15T20:20:15.481653] [INFO ] [sig       ] [909/3591] Completed DAWN in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-15T20:20:15.481693] [INFO ] [sig       ] [910/3591] Forecasting DB...
[2025-12-15T20:20:15.481722] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-15T20:20:15.481752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-15T20:20:15.497727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-15T20:20:15.498416] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-15T20:20:15.499619] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-15T20:20:15.499689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:15.499739] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:15.499784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:15.500023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:15.565545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:15.566446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:15.566536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:15.566607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:15.693482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:15.693659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:15.693703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:15.693730] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:15.697121] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-15T20:20:15.697419] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-15T20:20:15.697549] [INFO ] [sig       ] DB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:15.834522] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DB.txt
[2025-12-15T20:20:15.834667] [INFO ] [sig       ] [910/3591] Completed DB in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-15T20:20:15.834708] [INFO ] [sig       ] [911/3591] Forecasting DBI...
[2025-12-15T20:20:15.834737] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-15T20:20:15.834767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-15T20:20:15.845302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-15T20:20:15.845617] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-15T20:20:15.846364] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-15T20:20:15.846414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:15.846445] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:15.846471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:15.846527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:15.902218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:15.903071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:15.903158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:15.903190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:16.021967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:16.022117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:16.022155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:16.022183] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:16.025470] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=40.30%)
[2025-12-15T20:20:16.025754] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-15T20:20:16.025874] [INFO ] [sig       ] DBI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:16.168407] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DBI.txt
[2025-12-15T20:20:16.168563] [INFO ] [sig       ] [911/3591] Completed DBI in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-15T20:20:16.168633] [INFO ] [sig       ] [912/3591] Forecasting DBL...
[2025-12-15T20:20:16.168664] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-15T20:20:16.168693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-15T20:20:16.180023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-15T20:20:16.180330] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-15T20:20:16.181103] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-15T20:20:16.181154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:16.181184] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:16.181210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:16.181279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:16.236031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:16.236640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:16.236724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:16.236943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:16.352187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:16.352330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:16.352367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:16.352396] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:16.355634] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=73.46%)
[2025-12-15T20:20:16.355904] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-15T20:20:16.356023] [INFO ] [sig       ] DBL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:16.491455] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DBL.txt
[2025-12-15T20:20:16.491594] [INFO ] [sig       ] [912/3591] Completed DBL in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-15T20:20:16.491634] [INFO ] [sig       ] [913/3591] Forecasting DBRG...
[2025-12-15T20:20:16.491664] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-15T20:20:16.491694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-15T20:20:16.502383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-15T20:20:16.502698] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-15T20:20:16.503436] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-15T20:20:16.503487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:16.503517] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:16.503542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:16.503621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:16.558564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:16.559248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:16.559328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:16.559359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:16.678091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:16.678240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:16.678278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:16.678306] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:16.681762] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-15T20:20:16.682026] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-15T20:20:16.682146] [INFO ] [sig       ] DBRG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:16.819432] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DBRG.txt
[2025-12-15T20:20:16.819558] [INFO ] [sig       ] [913/3591] Completed DBRG in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-15T20:20:16.819617] [INFO ] [sig       ] [914/3591] Forecasting DBX...
[2025-12-15T20:20:16.819657] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-15T20:20:16.819690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-15T20:20:16.831564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-15T20:20:16.832006] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-15T20:20:16.832873] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-15T20:20:16.832941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:16.832975] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:16.833002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:16.833059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:16.892665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:16.893552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:16.893706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:16.893741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:17.017852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:17.018004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:17.018045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:17.018073] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:17.021569] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-15T20:20:17.021868] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-15T20:20:17.021998] [INFO ] [sig       ] DBX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:17.168771] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DBX.txt
[2025-12-15T20:20:17.168942] [INFO ] [sig       ] [914/3591] Completed DBX in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-15T20:20:17.168987] [INFO ] [sig       ] [915/3591] Forecasting DCBO...
[2025-12-15T20:20:17.169018] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-15T20:20:17.169047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-15T20:20:17.180853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-15T20:20:17.181246] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-15T20:20:17.182106] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-15T20:20:17.182159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:17.182190] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:17.182216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:17.182271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:17.241979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:17.242783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:17.242864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:17.242898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:17.371108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:17.371262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:17.371301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:17.371330] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:17.374938] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-15T20:20:17.375234] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-15T20:20:17.375376] [INFO ] [sig       ] DCBO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:17.525516] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DCBO.txt
[2025-12-15T20:20:17.525702] [INFO ] [sig       ] [915/3591] Completed DCBO in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-15T20:20:17.525745] [INFO ] [sig       ] [916/3591] Forecasting DCI...
[2025-12-15T20:20:17.525773] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-15T20:20:17.525801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-15T20:20:17.537442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-15T20:20:17.537895] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-15T20:20:17.538704] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-15T20:20:17.538755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:17.538785] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:17.538811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:17.538866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:17.594178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:17.595031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:17.595116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:17.595148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:17.716322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:17.716482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:17.716520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:17.716547] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:17.720136] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=65.92%)
[2025-12-15T20:20:17.720443] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-15T20:20:17.720593] [INFO ] [sig       ] DCI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:17.906307] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DCI.txt
[2025-12-15T20:20:17.906455] [INFO ] [sig       ] [916/3591] Completed DCI in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-15T20:20:17.906494] [INFO ] [sig       ] [917/3591] Forecasting DCO...
[2025-12-15T20:20:17.906524] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-15T20:20:17.906554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-15T20:20:17.918875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-15T20:20:17.919363] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-15T20:20:17.920257] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-15T20:20:17.920311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:17.920343] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:17.920370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:17.920428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:17.978549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:17.979440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:17.979535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:17.979603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:18.100741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:18.100898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:18.100942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:18.100972] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:18.104548] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-12-15T20:20:18.104899] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-15T20:20:18.105044] [INFO ] [sig       ] DCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:18.251597] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DCO.txt
[2025-12-15T20:20:18.251974] [INFO ] [sig       ] [917/3591] Completed DCO in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-15T20:20:18.252024] [INFO ] [sig       ] [918/3591] Forecasting DCOM...
[2025-12-15T20:20:18.252054] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-15T20:20:18.252083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-15T20:20:18.270703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-15T20:20:18.271392] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-15T20:20:18.272457] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-15T20:20:18.272522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:18.272564] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:18.272622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:18.272706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:18.343677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:18.344623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:18.344714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:18.344747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:18.470152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:18.470312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:18.470352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:18.470381] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:18.473831] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=77.48%)
[2025-12-15T20:20:18.474118] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-15T20:20:18.474248] [INFO ] [sig       ] DCOM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:18.617616] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DCOM.txt
[2025-12-15T20:20:18.617792] [INFO ] [sig       ] [918/3591] Completed DCOM in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-15T20:20:18.617841] [INFO ] [sig       ] [919/3591] Forecasting DCTH...
[2025-12-15T20:20:18.617877] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-15T20:20:18.617913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-15T20:20:18.629902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-15T20:20:18.630332] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-15T20:20:18.631427] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-15T20:20:18.631506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:18.631551] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:18.631618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:18.631703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:18.691884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:18.692782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:18.692869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:18.692903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:18.817810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:18.817961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:18.818001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:18.818031] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:18.821522] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-12-15T20:20:18.821854] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-15T20:20:18.822007] [INFO ] [sig       ] DCTH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:18.962837] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DCTH.txt
[2025-12-15T20:20:18.962982] [INFO ] [sig       ] [919/3591] Completed DCTH in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-15T20:20:18.963023] [INFO ] [sig       ] [920/3591] Forecasting DD...
[2025-12-15T20:20:18.963055] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-15T20:20:18.963087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-15T20:20:18.973968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-15T20:20:18.974336] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-15T20:20:18.975167] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-15T20:20:18.975221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:18.975254] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:18.975281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:18.975338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:19.032657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:19.033488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:19.033593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:19.033631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:19.160148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:19.160304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:19.160344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:19.160380] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:19.163771] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2025-12-15T20:20:19.164046] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-15T20:20:19.164170] [INFO ] [sig       ] DD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:19.309471] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DD.txt
[2025-12-15T20:20:19.309634] [INFO ] [sig       ] [920/3591] Completed DD in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-15T20:20:19.309676] [INFO ] [sig       ] [921/3591] Forecasting DDD...
[2025-12-15T20:20:19.309705] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-15T20:20:19.309735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-15T20:20:19.320790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-15T20:20:19.321137] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-15T20:20:19.321965] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-15T20:20:19.322019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:19.322082] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:19.322130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:19.322221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:19.380187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:19.380970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:19.381056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:19.381090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:19.503997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:19.504145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:19.504201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:19.504232] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:19.507655] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2025-12-15T20:20:19.507934] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-15T20:20:19.508063] [INFO ] [sig       ] DDD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:19.649551] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DDD.txt
[2025-12-15T20:20:19.649739] [INFO ] [sig       ] [921/3591] Completed DDD in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-15T20:20:19.649783] [INFO ] [sig       ] [922/3591] Forecasting DDI...
[2025-12-15T20:20:19.649814] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-15T20:20:19.649848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-15T20:20:19.660662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-15T20:20:19.661033] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-15T20:20:19.661888] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-15T20:20:19.661942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:19.661974] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:19.662002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:19.662060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:19.721526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:19.722356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:19.722439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:19.722474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:19.845691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:19.845845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:19.845884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:19.845913] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:19.849205] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-15T20:20:19.849482] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-15T20:20:19.849632] [INFO ] [sig       ] DDI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:19.991289] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DDI.txt
[2025-12-15T20:20:19.991448] [INFO ] [sig       ] [922/3591] Completed DDI in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:19.991488] [INFO ] [sig       ] [923/3591] Forecasting DDL...
[2025-12-15T20:20:19.991517] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-15T20:20:19.991546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-15T20:20:20.003268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-15T20:20:20.003702] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-15T20:20:20.004541] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-15T20:20:20.004619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:20.004666] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:20.004702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:20.004784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:20.064950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:20.065778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:20.065876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:20.065911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:20.194590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:20.194744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:20.194785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:20.194815] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:20.198332] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-15T20:20:20.198632] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-15T20:20:20.198762] [INFO ] [sig       ] DDL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:20.337212] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DDL.txt
[2025-12-15T20:20:20.337372] [INFO ] [sig       ] [923/3591] Completed DDL in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:20.337422] [INFO ] [sig       ] [924/3591] Forecasting DDOG...
[2025-12-15T20:20:20.337453] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-15T20:20:20.337484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-15T20:20:20.349477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-15T20:20:20.349874] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-15T20:20:20.350700] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-15T20:20:20.350751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:20.350782] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:20.350807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:20.350861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:20.407355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:20.408096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:20.408176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:20.408209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:20.532836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:20.532989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:20.533027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:20.533086] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:20.536480] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-15T20:20:20.536803] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-15T20:20:20.536937] [INFO ] [sig       ] DDOG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:20.679693] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DDOG.txt
[2025-12-15T20:20:20.679831] [INFO ] [sig       ] [924/3591] Completed DDOG in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:20.679872] [INFO ] [sig       ] [925/3591] Forecasting DDS...
[2025-12-15T20:20:20.679902] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-15T20:20:20.679933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-15T20:20:20.691666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-15T20:20:20.692078] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-15T20:20:20.692908] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-15T20:20:20.692961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:20.693009] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:20.693037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:20.693094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:20.750946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:20.751923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:20.752011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:20.752044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:20.877402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:20.877560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:20.877620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:20.877651] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:20.881088] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-12-15T20:20:20.881364] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-15T20:20:20.881493] [INFO ] [sig       ] DDS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:21.025674] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DDS.txt
[2025-12-15T20:20:21.025827] [INFO ] [sig       ] [925/3591] Completed DDS in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:21.025868] [INFO ] [sig       ] [926/3591] Forecasting DE...
[2025-12-15T20:20:21.025898] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-15T20:20:21.025927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-15T20:20:21.037458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-15T20:20:21.037853] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-15T20:20:21.038711] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-15T20:20:21.038763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:21.038794] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:21.038819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:21.038874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:21.094056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:21.094796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:21.094877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:21.094909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:21.216001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:21.216152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:21.216190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:21.216218] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:21.219494] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-15T20:20:21.219777] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-15T20:20:21.219898] [INFO ] [sig       ] DE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:21.365376] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DE.txt
[2025-12-15T20:20:21.365648] [INFO ] [sig       ] [926/3591] Completed DE in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:21.365713] [INFO ] [sig       ] [927/3591] Forecasting DEA...
[2025-12-15T20:20:21.365765] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-15T20:20:21.365818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-15T20:20:21.378192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-15T20:20:21.378551] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-15T20:20:21.379428] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-15T20:20:21.379481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:21.379511] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:21.379538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:21.379611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:21.437765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:21.438819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:21.438901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:21.438950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:21.563481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:21.563649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:21.563693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:21.563728] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:21.567228] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-12-15T20:20:21.567499] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-15T20:20:21.567640] [INFO ] [sig       ] DEA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:21.712380] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DEA.txt
[2025-12-15T20:20:21.712513] [INFO ] [sig       ] [927/3591] Completed DEA in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:21.712554] [INFO ] [sig       ] [928/3591] Forecasting DECK...
[2025-12-15T20:20:21.712601] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-15T20:20:21.712632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-15T20:20:21.723705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-15T20:20:21.724083] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-15T20:20:21.724888] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-15T20:20:21.724938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:21.724969] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:21.724996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:21.725052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:21.781861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:21.782636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:21.782718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:21.782750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:21.903607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:21.903762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:21.903800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:21.903828] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:21.907091] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-15T20:20:21.907354] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-15T20:20:21.907471] [INFO ] [sig       ] DECK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:22.045708] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DECK.txt
[2025-12-15T20:20:22.045863] [INFO ] [sig       ] [928/3591] Completed DECK in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:22.045903] [INFO ] [sig       ] [929/3591] Forecasting DEI...
[2025-12-15T20:20:22.045933] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-15T20:20:22.045969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-15T20:20:22.057458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-15T20:20:22.057856] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-15T20:20:22.058686] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-15T20:20:22.058741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:22.058774] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:22.058802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:22.058861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:22.115836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:22.116611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:22.116695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:22.116736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:22.242327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:22.242480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:22.242520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:22.242548] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:22.245835] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-15T20:20:22.246103] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-15T20:20:22.246224] [INFO ] [sig       ] DEI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:22.384562] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DEI.txt
[2025-12-15T20:20:22.384710] [INFO ] [sig       ] [929/3591] Completed DEI in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:22.384752] [INFO ] [sig       ] [930/3591] Forecasting DELL...
[2025-12-15T20:20:22.384781] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-15T20:20:22.384810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-15T20:20:22.396120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-15T20:20:22.396446] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-15T20:20:22.397284] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-15T20:20:22.397339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:22.397372] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:22.397399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:22.397457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:22.454124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:22.454895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:22.454987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:22.455023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:22.576731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:22.576882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:22.576921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:22.576948] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:22.580253] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=62.32%)
[2025-12-15T20:20:22.580520] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-15T20:20:22.580657] [INFO ] [sig       ] DELL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:22.717963] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DELL.txt
[2025-12-15T20:20:22.718109] [INFO ] [sig       ] [930/3591] Completed DELL in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:22.718151] [INFO ] [sig       ] [931/3591] Forecasting DENN...
[2025-12-15T20:20:22.718179] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-15T20:20:22.718208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-15T20:20:22.729214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-15T20:20:22.729641] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-15T20:20:22.730475] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-15T20:20:22.730529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:22.730562] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:22.730616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:22.730675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:22.791337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:22.792302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:22.792418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:22.792453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:22.910542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:22.910722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:22.910761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:22.910789] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:22.914136] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-12-15T20:20:22.914428] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-15T20:20:22.914554] [INFO ] [sig       ] DENN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:23.054565] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DENN.txt
[2025-12-15T20:20:23.054740] [INFO ] [sig       ] [931/3591] Completed DENN in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-15T20:20:23.054787] [INFO ] [sig       ] [932/3591] Forecasting DEO...
[2025-12-15T20:20:23.054818] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-15T20:20:23.054848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-15T20:20:23.066348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-15T20:20:23.066782] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-15T20:20:23.067590] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-15T20:20:23.067643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:23.067675] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:23.067702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:23.067759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:23.124761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:23.125624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:23.125710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:23.125743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:23.247913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:23.248071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:23.248111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:23.248139] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:23.251511] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-15T20:20:23.251801] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-15T20:20:23.251925] [INFO ] [sig       ] DEO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:23.387839] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DEO.txt
[2025-12-15T20:20:23.387981] [INFO ] [sig       ] [932/3591] Completed DEO in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-15T20:20:23.388022] [INFO ] [sig       ] [933/3591] Forecasting DERM...
[2025-12-15T20:20:23.388050] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-15T20:20:23.388079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-15T20:20:23.398853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-15T20:20:23.399208] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-15T20:20:23.399975] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-15T20:20:23.400026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:23.400056] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:23.400082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:23.400137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:23.457098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:23.457864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:23.457945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:23.457978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:23.583791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:23.583988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:23.584056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:23.584089] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:23.587755] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-15T20:20:23.588041] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-15T20:20:23.588177] [INFO ] [sig       ] DERM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:23.729019] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DERM.txt
[2025-12-15T20:20:23.729182] [INFO ] [sig       ] [933/3591] Completed DERM in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-15T20:20:23.729224] [INFO ] [sig       ] [934/3591] Forecasting DFGP...
[2025-12-15T20:20:23.729253] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-15T20:20:23.729282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-15T20:20:23.740245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-15T20:20:23.740594] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-15T20:20:23.741418] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-15T20:20:23.741470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:23.741501] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:23.741528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:23.741613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:23.797604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:23.798379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:23.798480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:23.798515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:23.916778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:23.916931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:23.916970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:23.917000] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:23.920345] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=64.54%)
[2025-12-15T20:20:23.920629] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-15T20:20:23.920759] [INFO ] [sig       ] DFGP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:24.059233] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DFGP.txt
[2025-12-15T20:20:24.059407] [INFO ] [sig       ] [934/3591] Completed DFGP in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-15T20:20:24.059448] [INFO ] [sig       ] [935/3591] Forecasting DFGX...
[2025-12-15T20:20:24.059478] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-15T20:20:24.059508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-15T20:20:24.070388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-15T20:20:24.070800] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-15T20:20:24.071589] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-15T20:20:24.071641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:24.071673] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:24.071700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:24.071755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:24.128279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:24.129102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:24.129185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:24.129218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:24.258694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:24.258848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:24.258888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:24.258938] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:24.262413] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=31.19%)
[2025-12-15T20:20:24.262708] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-15T20:20:24.262835] [INFO ] [sig       ] DFGX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:24.404975] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DFGX.txt
[2025-12-15T20:20:24.405313] [INFO ] [sig       ] [935/3591] Completed DFGX in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-15T20:20:24.405355] [INFO ] [sig       ] [936/3591] Forecasting DFH...
[2025-12-15T20:20:24.405382] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-15T20:20:24.405411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-15T20:20:24.418096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-15T20:20:24.418461] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-15T20:20:24.419498] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-15T20:20:24.419550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:24.419602] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:24.419630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:24.419700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:24.477929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:24.478746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:24.478828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:24.478861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:24.602213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:24.602367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:24.602407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:24.602436] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:24.605829] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-15T20:20:24.606103] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-15T20:20:24.606231] [INFO ] [sig       ] DFH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:24.743462] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DFH.txt
[2025-12-15T20:20:24.743631] [INFO ] [sig       ] [936/3591] Completed DFH in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-15T20:20:24.743672] [INFO ] [sig       ] [937/3591] Forecasting DFIN...
[2025-12-15T20:20:24.743702] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-15T20:20:24.743733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-15T20:20:24.754359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-15T20:20:24.754726] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-15T20:20:24.755497] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-15T20:20:24.755549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:24.755606] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:24.755636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:24.755694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:24.812862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:24.813608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:24.813690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:24.813723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:24.934153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:24.934345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:24.934384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:24.934415] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:24.937863] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=22.76%)
[2025-12-15T20:20:24.938133] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-15T20:20:24.938257] [INFO ] [sig       ] DFIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:25.076671] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DFIN.txt
[2025-12-15T20:20:25.076818] [INFO ] [sig       ] [937/3591] Completed DFIN in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-15T20:20:25.076857] [INFO ] [sig       ] [938/3591] Forecasting DFP...
[2025-12-15T20:20:25.076887] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-15T20:20:25.076917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-15T20:20:25.087811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-15T20:20:25.088129] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-15T20:20:25.088907] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-15T20:20:25.089001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:25.089067] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:25.089094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:25.089152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:25.145140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:25.145909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:25.145990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:25.146023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:25.266758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:25.266923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:25.266963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:25.266992] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:25.270427] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=15.80%)
[2025-12-15T20:20:25.270740] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-15T20:20:25.270871] [INFO ] [sig       ] DFP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:25.408798] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DFP.txt
[2025-12-15T20:20:25.408984] [INFO ] [sig       ] [938/3591] Completed DFP in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-15T20:20:25.409032] [INFO ] [sig       ] [939/3591] Forecasting DG...
[2025-12-15T20:20:25.409062] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-15T20:20:25.409093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-15T20:20:25.420339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-15T20:20:25.420759] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-15T20:20:25.421539] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-15T20:20:25.421611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:25.421645] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:25.421672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:25.421729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:25.478810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:25.479675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:25.479755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:25.479787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:25.601377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:25.601530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:25.601587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:25.601621] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:25.604975] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-15T20:20:25.605247] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-15T20:20:25.605371] [INFO ] [sig       ] DG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:25.742430] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DG.txt
[2025-12-15T20:20:25.742595] [INFO ] [sig       ] [939/3591] Completed DG in 0.3s | 2.93 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-15T20:20:25.742638] [INFO ] [sig       ] [940/3591] Forecasting DGCB...
[2025-12-15T20:20:25.742668] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-15T20:20:25.742697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-15T20:20:25.754267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-15T20:20:25.754672] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-15T20:20:25.755447] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-15T20:20:25.755500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:25.755532] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:25.755559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:25.755641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:25.811427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:25.812313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:25.812396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:25.812429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:25.932043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:25.932188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:25.932226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:25.932254] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:25.935514] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=84.41%)
[2025-12-15T20:20:25.935799] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-15T20:20:25.935919] [INFO ] [sig       ] DGCB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:26.073934] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DGCB.txt
[2025-12-15T20:20:26.074087] [INFO ] [sig       ] [940/3591] Completed DGCB in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-15T20:20:26.074126] [INFO ] [sig       ] [941/3591] Forecasting DGICA...
[2025-12-15T20:20:26.074157] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-15T20:20:26.074188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-15T20:20:26.084776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-15T20:20:26.085107] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-15T20:20:26.085871] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-15T20:20:26.085922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:26.085953] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:26.085979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:26.086035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:26.141246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:26.141983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:26.142061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:26.142094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:26.263866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:26.264046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:26.264091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:26.264159] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:26.267838] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-12-15T20:20:26.268172] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-15T20:20:26.268312] [INFO ] [sig       ] DGICA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:26.408960] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DGICA.txt
[2025-12-15T20:20:26.409122] [INFO ] [sig       ] [941/3591] Completed DGICA in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-15T20:20:26.409173] [INFO ] [sig       ] [942/3591] Forecasting DGII...
[2025-12-15T20:20:26.409204] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-15T20:20:26.409235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-15T20:20:26.420297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-15T20:20:26.420696] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-15T20:20:26.421452] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-15T20:20:26.421503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:26.421535] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:26.421562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:26.421638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:26.482227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:26.483347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:26.483455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:26.483502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:26.609848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:26.609998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:26.610039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:26.610068] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:26.613408] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=45.20%)
[2025-12-15T20:20:26.613705] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-15T20:20:26.613832] [INFO ] [sig       ] DGII: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:26.752690] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DGII.txt
[2025-12-15T20:20:26.752842] [INFO ] [sig       ] [942/3591] Completed DGII in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-15T20:20:26.752883] [INFO ] [sig       ] [943/3591] Forecasting DGLY...
[2025-12-15T20:20:26.752912] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-15T20:20:26.752941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-15T20:20:26.763950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-15T20:20:26.764320] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-15T20:20:26.765110] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-15T20:20:26.765162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:26.765194] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:26.765222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:26.765278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:26.821321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:26.822031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:26.822111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:26.822144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:26.935777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:26.935932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:26.935971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:26.936001] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:26.939330] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-15T20:20:26.939649] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-15T20:20:26.939775] [INFO ] [sig       ] DGLY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:27.080218] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DGLY.txt
[2025-12-15T20:20:27.080350] [INFO ] [sig       ] [943/3591] Completed DGLY in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-15T20:20:27.080391] [INFO ] [sig       ] [944/3591] Forecasting DGRE...
[2025-12-15T20:20:27.080421] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-15T20:20:27.080451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-15T20:20:27.091227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-15T20:20:27.091565] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-15T20:20:27.092328] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-15T20:20:27.092379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:27.092410] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:27.092437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:27.092493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:27.150793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:27.151713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:27.151839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:27.151882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:27.261134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:27.261284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:27.261323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:27.261352] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:27.264615] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=40.16%)
[2025-12-15T20:20:27.264880] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-15T20:20:27.265006] [INFO ] [sig       ] DGRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:27.403884] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DGRE.txt
[2025-12-15T20:20:27.404043] [INFO ] [sig       ] [944/3591] Completed DGRE in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-15T20:20:27.404084] [INFO ] [sig       ] [945/3591] Forecasting DGRS...
[2025-12-15T20:20:27.404112] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-15T20:20:27.404141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-15T20:20:27.415105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-15T20:20:27.415502] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-15T20:20:27.416274] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-15T20:20:27.416325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:27.416356] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:27.416382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:27.416439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:27.472069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:27.473031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:27.473118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:27.473152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:27.590840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:27.590999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:27.591074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:27.591112] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:27.594618] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-15T20:20:27.594891] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-15T20:20:27.595016] [INFO ] [sig       ] DGRS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:27.735784] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DGRS.txt
[2025-12-15T20:20:27.735948] [INFO ] [sig       ] [945/3591] Completed DGRS in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-15T20:20:27.735990] [INFO ] [sig       ] [946/3591] Forecasting DGX...
[2025-12-15T20:20:27.736021] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-15T20:20:27.736050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-15T20:20:27.747900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-15T20:20:27.748300] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-15T20:20:27.749142] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-15T20:20:27.749196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:27.749228] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:27.749255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:27.749312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:27.806640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:27.807497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:27.807602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:27.807639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:27.932405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:27.932563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:27.932633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:27.932661] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:27.935981] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-15T20:20:27.936247] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-15T20:20:27.936368] [INFO ] [sig       ] DGX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:28.073193] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DGX.txt
[2025-12-15T20:20:28.073331] [INFO ] [sig       ] [946/3591] Completed DGX in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-15T20:20:28.073372] [INFO ] [sig       ] [947/3591] Forecasting DH...
[2025-12-15T20:20:28.073402] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-15T20:20:28.073431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-15T20:20:28.085110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-15T20:20:28.085544] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-15T20:20:28.086370] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-15T20:20:28.086422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:28.086453] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:28.086479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:28.086536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:28.141913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:28.142846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:28.142932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:28.142964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:28.265204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:28.265359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:28.265397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:28.265425] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:28.268708] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=52.04%)
[2025-12-15T20:20:28.268986] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-15T20:20:28.269109] [INFO ] [sig       ] DH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:28.407524] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DH.txt
[2025-12-15T20:20:28.407665] [INFO ] [sig       ] [947/3591] Completed DH in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-15T20:20:28.407705] [INFO ] [sig       ] [948/3591] Forecasting DHC...
[2025-12-15T20:20:28.407736] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-15T20:20:28.407765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-15T20:20:28.426534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-15T20:20:28.426913] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-15T20:20:28.427679] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-15T20:20:28.427729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:28.427761] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:28.427788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:28.427844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:28.484804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:28.485537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:28.485634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:28.485721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:28.608160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:28.608334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:28.608374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:28.608403] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:28.611716] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=75.43%)
[2025-12-15T20:20:28.611984] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-15T20:20:28.612102] [INFO ] [sig       ] DHC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:28.751079] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DHC.txt
[2025-12-15T20:20:28.751409] [INFO ] [sig       ] [948/3591] Completed DHC in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-15T20:20:28.751448] [INFO ] [sig       ] [949/3591] Forecasting DHF...
[2025-12-15T20:20:28.751477] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-15T20:20:28.751508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-15T20:20:28.763236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-15T20:20:28.763652] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-15T20:20:28.764428] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-15T20:20:28.764479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:28.764525] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:28.764552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:28.764625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:28.821969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:28.822869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:28.822951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:28.822983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:28.942349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:28.942512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:28.942556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:28.942603] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:28.946009] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-12-15T20:20:28.946289] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-15T20:20:28.946416] [INFO ] [sig       ] DHF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:29.086475] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DHF.txt
[2025-12-15T20:20:29.086640] [INFO ] [sig       ] [949/3591] Completed DHF in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-15T20:20:29.086681] [INFO ] [sig       ] [950/3591] Forecasting DHI...
[2025-12-15T20:20:29.086713] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-15T20:20:29.086742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-15T20:20:29.098445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-15T20:20:29.098799] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-15T20:20:29.099602] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-15T20:20:29.099652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:29.099683] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:29.099709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:29.099763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:29.154926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:29.155507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:29.155599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:29.155632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:29.279225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:29.279376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:29.279414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:29.279442] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:29.282717] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=51.00%)
[2025-12-15T20:20:29.282982] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-15T20:20:29.283100] [INFO ] [sig       ] DHI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:29.418333] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DHI.txt
[2025-12-15T20:20:29.418446] [INFO ] [sig       ] [950/3591] Completed DHI in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-15T20:20:29.418482] [INFO ] [sig       ] [951/3591] Forecasting DHIL...
[2025-12-15T20:20:29.418510] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-15T20:20:29.418538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-15T20:20:29.429939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-15T20:20:29.430328] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-15T20:20:29.431154] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-15T20:20:29.431205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:29.431236] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:29.431261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:29.431316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:29.486536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:29.487257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:29.487342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:29.487375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:29.597975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:29.598138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:29.598179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:29.598205] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:29.601786] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-15T20:20:29.602087] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-15T20:20:29.602228] [INFO ] [sig       ] DHIL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:29.740832] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DHIL.txt
[2025-12-15T20:20:29.740997] [INFO ] [sig       ] [951/3591] Completed DHIL in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-15T20:20:29.741039] [INFO ] [sig       ] [952/3591] Forecasting DHX...
[2025-12-15T20:20:29.741069] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-15T20:20:29.741099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-15T20:20:29.751706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-15T20:20:29.752111] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-15T20:20:29.752890] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-15T20:20:29.752941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:29.752971] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:29.752997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:29.753054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:29.808103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:29.808860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:29.808984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:29.809024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:29.926251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:29.926406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:29.926445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:29.926472] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:29.929854] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2025-12-15T20:20:29.930137] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-15T20:20:29.930261] [INFO ] [sig       ] DHX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:30.066923] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DHX.txt
[2025-12-15T20:20:30.067060] [INFO ] [sig       ] [952/3591] Completed DHX in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-15T20:20:30.067098] [INFO ] [sig       ] [953/3591] Forecasting DIBS...
[2025-12-15T20:20:30.067134] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-15T20:20:30.067165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-15T20:20:30.077593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-15T20:20:30.077894] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-15T20:20:30.078665] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-15T20:20:30.078715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:30.078746] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:30.078773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:30.078833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:30.133718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:30.134523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:30.134620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:30.134654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:30.255697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:30.255845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:30.255886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:30.255914] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:30.259211] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=62.69%)
[2025-12-15T20:20:30.259474] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-15T20:20:30.259608] [INFO ] [sig       ] DIBS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:30.408558] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DIBS.txt
[2025-12-15T20:20:30.408744] [INFO ] [sig       ] [953/3591] Completed DIBS in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-15T20:20:30.408788] [INFO ] [sig       ] [954/3591] Forecasting DIN...
[2025-12-15T20:20:30.408818] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-15T20:20:30.408848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-15T20:20:30.420961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-15T20:20:30.421389] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-15T20:20:30.422323] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-15T20:20:30.422381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:30.422415] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:30.422442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:30.422499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:30.487537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:30.488484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:30.488597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:30.488633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:30.635413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:30.635617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:30.635672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:30.635716] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:30.639483] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-15T20:20:30.639951] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-15T20:20:30.640138] [INFO ] [sig       ] DIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:30.830361] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DIN.txt
[2025-12-15T20:20:30.830594] [INFO ] [sig       ] [954/3591] Completed DIN in 0.4s | 2.93 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-15T20:20:30.830655] [INFO ] [sig       ] [955/3591] Forecasting DINO...
[2025-12-15T20:20:30.830695] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-15T20:20:30.830731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-15T20:20:30.846683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-15T20:20:30.847188] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-15T20:20:30.848346] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-15T20:20:30.848416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:30.848504] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:30.848549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:30.848660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:30.929419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:30.930735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:30.930865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:30.930921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:31.100802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:31.100988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:31.101035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:31.101068] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:31.105874] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=88.64%)
[2025-12-15T20:20:31.106335] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-15T20:20:31.106519] [INFO ] [sig       ] DINO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:31.299327] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DINO.txt
[2025-12-15T20:20:31.299544] [INFO ] [sig       ] [955/3591] Completed DINO in 0.5s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-15T20:20:31.299617] [INFO ] [sig       ] [956/3591] Forecasting DIOD...
[2025-12-15T20:20:31.299657] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-15T20:20:31.299692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-15T20:20:31.313953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-15T20:20:31.314413] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-15T20:20:31.315372] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-15T20:20:31.315432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:31.315470] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:31.315502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:31.315599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:31.379320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:31.380273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:31.380366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:31.380399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:31.515855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:31.516023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:31.516064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:31.516110] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:31.519885] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-15T20:20:31.520246] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-15T20:20:31.520392] [INFO ] [sig       ] DIOD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:31.670250] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DIOD.txt
[2025-12-15T20:20:31.670414] [INFO ] [sig       ] [956/3591] Completed DIOD in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-15T20:20:31.670455] [INFO ] [sig       ] [957/3591] Forecasting DIS...
[2025-12-15T20:20:31.670487] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-15T20:20:31.670516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-15T20:20:31.686306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-15T20:20:31.686853] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-15T20:20:31.688003] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-15T20:20:31.688072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:31.688126] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:31.688172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:31.688265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:31.760777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:31.761751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:31.761841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:31.761874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:31.893824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:31.893981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:31.894022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:31.894051] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:31.897900] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-15T20:20:31.898186] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-15T20:20:31.898497] [INFO ] [sig       ] DIS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:32.040023] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DIS.txt
[2025-12-15T20:20:32.040168] [INFO ] [sig       ] [957/3591] Completed DIS in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:32.040209] [INFO ] [sig       ] [958/3591] Forecasting DJCO...
[2025-12-15T20:20:32.040239] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-15T20:20:32.040270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-15T20:20:32.051131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-15T20:20:32.051465] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-15T20:20:32.052223] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-15T20:20:32.052275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:32.052306] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:32.052332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:32.052388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:32.109745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:32.110493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:32.110592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:32.110628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:32.229290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:32.229444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:32.229484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:32.229546] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:32.233011] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-15T20:20:32.233288] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-15T20:20:32.233416] [INFO ] [sig       ] DJCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:32.372804] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DJCO.txt
[2025-12-15T20:20:32.372940] [INFO ] [sig       ] [958/3591] Completed DJCO in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:32.372981] [INFO ] [sig       ] [959/3591] Forecasting DK...
[2025-12-15T20:20:32.373010] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-15T20:20:32.373040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-15T20:20:32.383867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-15T20:20:32.384153] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-15T20:20:32.384918] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-15T20:20:32.384968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:32.384999] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:32.385025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:32.385081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:32.439768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:32.440339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:32.440415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:32.440446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:32.560103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:32.560271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:32.560309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:32.560338] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:32.563664] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-12-15T20:20:32.563927] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-15T20:20:32.564047] [INFO ] [sig       ] DK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:32.702619] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DK.txt
[2025-12-15T20:20:32.702744] [INFO ] [sig       ] [959/3591] Completed DK in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:32.702782] [INFO ] [sig       ] [960/3591] Forecasting DKL...
[2025-12-15T20:20:32.702813] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-15T20:20:32.702841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-15T20:20:32.714668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-15T20:20:32.715054] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-15T20:20:32.715894] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-15T20:20:32.715948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:32.715980] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:32.716008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:32.716066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:32.775515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:32.776395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:32.776485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:32.776517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:32.895403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:32.895555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:32.895613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:32.895644] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:32.899274] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=78.99%)
[2025-12-15T20:20:32.899555] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-15T20:20:32.899700] [INFO ] [sig       ] DKL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:33.051095] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DKL.txt
[2025-12-15T20:20:33.051232] [INFO ] [sig       ] [960/3591] Completed DKL in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:33.051272] [INFO ] [sig       ] [961/3591] Forecasting DKNG...
[2025-12-15T20:20:33.051300] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-15T20:20:33.051331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-15T20:20:33.062684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-15T20:20:33.063008] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-15T20:20:33.063766] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-15T20:20:33.063816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:33.063847] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:33.063873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:33.063929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:33.124564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:33.125642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:33.125736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:33.125770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:33.246944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:33.247101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:33.247141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:33.247170] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:33.250611] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-15T20:20:33.250898] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-15T20:20:33.251030] [INFO ] [sig       ] DKNG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:33.390297] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DKNG.txt
[2025-12-15T20:20:33.390455] [INFO ] [sig       ] [961/3591] Completed DKNG in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:33.390494] [INFO ] [sig       ] [962/3591] Forecasting DKS...
[2025-12-15T20:20:33.390524] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-15T20:20:33.390555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-15T20:20:33.401599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-15T20:20:33.401965] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-15T20:20:33.402756] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-15T20:20:33.402825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:33.402857] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:33.402885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:33.402943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:33.457599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:33.458272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:33.458351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:33.458383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:33.574870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:33.575020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:33.575058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:33.575088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:33.578511] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-15T20:20:33.578794] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-15T20:20:33.578913] [INFO ] [sig       ] DKS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:33.714784] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DKS.txt
[2025-12-15T20:20:33.714909] [INFO ] [sig       ] [962/3591] Completed DKS in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:33.714949] [INFO ] [sig       ] [963/3591] Forecasting DLB...
[2025-12-15T20:20:33.714979] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-15T20:20:33.715014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-15T20:20:33.725490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-15T20:20:33.725824] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-15T20:20:33.726561] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-15T20:20:33.726637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:33.726668] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:33.726694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:33.726749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:33.783808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:33.784500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:33.784600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:33.784635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:33.906100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:33.906252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:33.906291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:33.906319] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:33.909772] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-12-15T20:20:33.910043] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-15T20:20:33.910162] [INFO ] [sig       ] DLB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:34.048208] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DLB.txt
[2025-12-15T20:20:34.048338] [INFO ] [sig       ] [963/3591] Completed DLB in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:34.048378] [INFO ] [sig       ] [964/3591] Forecasting DLHC...
[2025-12-15T20:20:34.048408] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-15T20:20:34.048438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-15T20:20:34.059971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-15T20:20:34.060387] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-15T20:20:34.061275] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-15T20:20:34.061329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:34.061361] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:34.061389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:34.061447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:34.122298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:34.123296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:34.123402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:34.123447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:34.248515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:34.248686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:34.248726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:34.248755] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:34.252300] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-15T20:20:34.252603] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-15T20:20:34.252734] [INFO ] [sig       ] DLHC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:34.401037] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DLHC.txt
[2025-12-15T20:20:34.401204] [INFO ] [sig       ] [964/3591] Completed DLHC in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:34.401246] [INFO ] [sig       ] [965/3591] Forecasting DLNG...
[2025-12-15T20:20:34.401276] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-15T20:20:34.401306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-15T20:20:34.412356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-15T20:20:34.412761] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-15T20:20:34.413515] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-15T20:20:34.413566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:34.413620] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:34.413647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:34.413703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:34.468178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:34.468858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:34.468979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:34.469013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:34.585508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:34.585675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:34.585715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:34.585743] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:34.589054] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-12-15T20:20:34.589331] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-15T20:20:34.589454] [INFO ] [sig       ] DLNG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:34.726258] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DLNG.txt
[2025-12-15T20:20:34.726401] [INFO ] [sig       ] [965/3591] Completed DLNG in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:34.726448] [INFO ] [sig       ] [966/3591] Forecasting DLO...
[2025-12-15T20:20:34.726479] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-15T20:20:34.726508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-15T20:20:34.738538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-15T20:20:34.738965] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-15T20:20:34.739820] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-15T20:20:34.739871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:34.739903] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:34.739930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:34.739987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:34.800342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:34.801144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:34.801245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:34.801290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:34.926353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:34.926511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:34.926554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:34.926604] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:34.930242] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: UP (p=70.21%)
[2025-12-15T20:20:34.930524] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-15T20:20:34.930672] [INFO ] [sig       ] DLO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:35.077349] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DLO.txt
[2025-12-15T20:20:35.077522] [INFO ] [sig       ] [966/3591] Completed DLO in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:35.077566] [INFO ] [sig       ] [967/3591] Forecasting DLPN...
[2025-12-15T20:20:35.077618] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-15T20:20:35.077649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-15T20:20:35.088426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-15T20:20:35.088809] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-15T20:20:35.089705] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-15T20:20:35.089760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:35.089793] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:35.089824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:35.089892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:35.150038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:35.150752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:35.150837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:35.150870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:35.263496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:35.263721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:35.263772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:35.263802] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:35.267371] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-15T20:20:35.267672] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-15T20:20:35.267821] [INFO ] [sig       ] DLPN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:35.416482] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DLPN.txt
[2025-12-15T20:20:35.416639] [INFO ] [sig       ] [967/3591] Completed DLPN in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-15T20:20:35.416681] [INFO ] [sig       ] [968/3591] Forecasting DLTH...
[2025-12-15T20:20:35.416713] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-15T20:20:35.416741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-15T20:20:35.428326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-15T20:20:35.428769] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-15T20:20:35.429650] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-15T20:20:35.429703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:35.429737] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:35.429764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:35.429823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:35.488430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:35.489283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:35.489366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:35.489400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:35.617048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:35.617201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:35.617242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:35.617272] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:35.620897] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-12-15T20:20:35.621218] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-15T20:20:35.621351] [INFO ] [sig       ] DLTH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:35.767119] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DLTH.txt
[2025-12-15T20:20:35.767302] [INFO ] [sig       ] [968/3591] Completed DLTH in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-15T20:20:35.767349] [INFO ] [sig       ] [969/3591] Forecasting DLX...
[2025-12-15T20:20:35.767381] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-15T20:20:35.767413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-15T20:20:35.778983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-15T20:20:35.779422] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-15T20:20:35.780310] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-15T20:20:35.780370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:35.780408] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:35.780435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:35.780491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:35.843564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:35.844439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:35.844522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:35.844555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:35.968977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:35.969131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:35.969187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:35.969216] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:35.972524] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-15T20:20:35.972823] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-15T20:20:35.972949] [INFO ] [sig       ] DLX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:36.113746] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DLX.txt
[2025-12-15T20:20:36.113904] [INFO ] [sig       ] [969/3591] Completed DLX in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-15T20:20:36.113946] [INFO ] [sig       ] [970/3591] Forecasting DLY...
[2025-12-15T20:20:36.113974] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-15T20:20:36.114003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-15T20:20:36.125184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-15T20:20:36.125565] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-15T20:20:36.126377] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-15T20:20:36.126430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:36.126462] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:36.126489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:36.126545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:36.183517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:36.184339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:36.184419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:36.184451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:36.299728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:36.299879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:36.299918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:36.299947] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:36.303417] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-15T20:20:36.303759] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-15T20:20:36.303912] [INFO ] [sig       ] DLY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:36.443552] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DLY.txt
[2025-12-15T20:20:36.443697] [INFO ] [sig       ] [970/3591] Completed DLY in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-15T20:20:36.443737] [INFO ] [sig       ] [971/3591] Forecasting DMAC...
[2025-12-15T20:20:36.443766] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-15T20:20:36.443796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-15T20:20:36.454252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-15T20:20:36.454627] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-15T20:20:36.455422] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-15T20:20:36.455474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:36.455515] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:36.455556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:36.455641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:36.513500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:36.514328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:36.514440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:36.514474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:36.637310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:36.637454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:36.637493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:36.637522] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:36.641245] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-12-15T20:20:36.641522] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-15T20:20:36.641663] [INFO ] [sig       ] DMAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:36.778547] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DMAC.txt
[2025-12-15T20:20:36.778696] [INFO ] [sig       ] [971/3591] Completed DMAC in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-15T20:20:36.778736] [INFO ] [sig       ] [972/3591] Forecasting DMB...
[2025-12-15T20:20:36.778765] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-15T20:20:36.778794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-15T20:20:36.789747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-15T20:20:36.790084] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-15T20:20:36.790869] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-15T20:20:36.790920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:36.791008] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:36.791062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:36.791123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:36.849072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:36.850160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:36.850244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:36.850278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:36.970655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:36.970805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:36.970846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:36.970875] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:36.974191] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-12-15T20:20:36.974463] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-15T20:20:36.974606] [INFO ] [sig       ] DMB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:37.113677] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DMB.txt
[2025-12-15T20:20:37.113808] [INFO ] [sig       ] [972/3591] Completed DMB in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-15T20:20:37.113848] [INFO ] [sig       ] [973/3591] Forecasting DMLP...
[2025-12-15T20:20:37.113877] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-15T20:20:37.113906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-15T20:20:37.125646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-15T20:20:37.126046] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-15T20:20:37.127076] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-15T20:20:37.127132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:37.127178] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:37.127206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:37.127273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:37.185566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:37.186362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:37.186445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:37.186477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:37.310399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:37.310546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:37.310601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:37.310631] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:37.313899] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-12-15T20:20:37.314161] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-15T20:20:37.314280] [INFO ] [sig       ] DMLP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:37.450138] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DMLP.txt
[2025-12-15T20:20:37.450277] [INFO ] [sig       ] [973/3591] Completed DMLP in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-15T20:20:37.450319] [INFO ] [sig       ] [974/3591] Forecasting DMO...
[2025-12-15T20:20:37.450349] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-15T20:20:37.450378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-15T20:20:37.462323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-15T20:20:37.462683] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-15T20:20:37.463500] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-15T20:20:37.463552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:37.463617] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:37.463655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:37.463715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:37.518407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:37.519044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:37.519124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:37.519157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:37.634135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:37.634273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:37.634311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:37.634339] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:37.637676] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=62.49%)
[2025-12-15T20:20:37.637943] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-15T20:20:37.638065] [INFO ] [sig       ] DMO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:37.777085] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DMO.txt
[2025-12-15T20:20:37.777235] [INFO ] [sig       ] [974/3591] Completed DMO in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-15T20:20:37.777276] [INFO ] [sig       ] [975/3591] Forecasting DMRC...
[2025-12-15T20:20:37.777304] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-15T20:20:37.777334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-15T20:20:37.788859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-15T20:20:37.789221] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-15T20:20:37.789978] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-15T20:20:37.790028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:37.790064] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:37.790096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:37.790165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:37.846325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:37.847190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:37.847287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:37.847319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:37.968973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:37.969125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:37.969165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:37.969226] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:37.972657] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-15T20:20:37.972975] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-15T20:20:37.973107] [INFO ] [sig       ] DMRC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:38.121314] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DMRC.txt
[2025-12-15T20:20:38.121465] [INFO ] [sig       ] [975/3591] Completed DMRC in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:38.121506] [INFO ] [sig       ] [976/3591] Forecasting DMXF...
[2025-12-15T20:20:38.121534] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-15T20:20:38.121564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-15T20:20:38.132034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-15T20:20:38.132425] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-15T20:20:38.133259] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-15T20:20:38.133313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:38.133346] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:38.133373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:38.133429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:38.192941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:38.193808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:38.193909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:38.193946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:38.322124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:38.322280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:38.322324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:38.322352] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:38.326292] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-15T20:20:38.326643] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-15T20:20:38.326785] [INFO ] [sig       ] DMXF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:38.478888] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DMXF.txt
[2025-12-15T20:20:38.479047] [INFO ] [sig       ] [976/3591] Completed DMXF in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:38.479088] [INFO ] [sig       ] [977/3591] Forecasting DNA...
[2025-12-15T20:20:38.479126] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-15T20:20:38.479160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-15T20:20:38.491738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-15T20:20:38.492182] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-15T20:20:38.493005] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-15T20:20:38.493056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:38.493087] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:38.493115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:38.493174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:38.552564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:38.553447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:38.553554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:38.553637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:38.678481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:38.678648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:38.678688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:38.678717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:38.682506] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-12-15T20:20:38.682828] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-15T20:20:38.682964] [INFO ] [sig       ] DNA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:38.832018] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DNA.txt
[2025-12-15T20:20:38.832196] [INFO ] [sig       ] [977/3591] Completed DNA in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:38.832245] [INFO ] [sig       ] [978/3591] Forecasting DNLI...
[2025-12-15T20:20:38.832279] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-15T20:20:38.832309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-15T20:20:38.843973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-15T20:20:38.844550] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-15T20:20:38.845342] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-15T20:20:38.845394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:38.845426] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:38.845453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:38.845511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:38.907164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:38.908039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:38.908122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:38.908154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:39.031864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:39.032018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:39.032057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:39.032085] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:39.035693] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-15T20:20:39.035958] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-15T20:20:39.036076] [INFO ] [sig       ] DNLI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:39.179097] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DNLI.txt
[2025-12-15T20:20:39.179267] [INFO ] [sig       ] [978/3591] Completed DNLI in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:39.179481] [INFO ] [sig       ] [979/3591] Forecasting DNP...
[2025-12-15T20:20:39.179511] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-15T20:20:39.179542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-15T20:20:39.191009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-15T20:20:39.191432] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-15T20:20:39.192278] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-15T20:20:39.192334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:39.192368] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:39.192396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:39.192457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:39.254526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:39.255443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:39.255531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:39.255593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:39.376562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:39.376731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:39.376773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:39.376803] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:39.380484] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-12-15T20:20:39.380781] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-15T20:20:39.380906] [INFO ] [sig       ] DNP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:39.525788] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DNP.txt
[2025-12-15T20:20:39.525952] [INFO ] [sig       ] [979/3591] Completed DNP in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:39.525995] [INFO ] [sig       ] [980/3591] Forecasting DNTH...
[2025-12-15T20:20:39.526026] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-15T20:20:39.526058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-15T20:20:39.539252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-15T20:20:39.539929] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-15T20:20:39.540855] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-15T20:20:39.540909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:39.540942] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:39.540970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:39.541026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:39.603153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:39.604017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:39.604105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:39.604147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:39.728543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:39.728713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:39.728753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:39.728797] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:39.732640] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=18.25%)
[2025-12-15T20:20:39.732908] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-15T20:20:39.733028] [INFO ] [sig       ] DNTH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:39.875177] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DNTH.txt
[2025-12-15T20:20:39.875490] [INFO ] [sig       ] [980/3591] Completed DNTH in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:39.875530] [INFO ] [sig       ] [981/3591] Forecasting DOCN...
[2025-12-15T20:20:39.875558] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-15T20:20:39.875605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-15T20:20:39.887149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-15T20:20:39.887485] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-15T20:20:39.888242] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-15T20:20:39.888293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:39.888513] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:39.888538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:39.888615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:39.946017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:39.946653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:39.946730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:39.946761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:40.070235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:40.070596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:40.070637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:40.070666] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:40.074075] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2025-12-15T20:20:40.074489] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-15T20:20:40.074625] [INFO ] [sig       ] DOCN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:40.214622] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DOCN.txt
[2025-12-15T20:20:40.214762] [INFO ] [sig       ] [981/3591] Completed DOCN in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:40.214802] [INFO ] [sig       ] [982/3591] Forecasting DOCS...
[2025-12-15T20:20:40.214832] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-15T20:20:40.214861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-15T20:20:40.226058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-15T20:20:40.226591] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-15T20:20:40.227489] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-15T20:20:40.227539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:40.227592] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:40.227624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:40.227681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:40.284009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:40.284800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:40.284905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:40.284946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:40.417704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:40.417880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:40.417922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:40.417952] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:40.421365] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-15T20:20:40.421668] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-15T20:20:40.421798] [INFO ] [sig       ] DOCS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:40.571162] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DOCS.txt
[2025-12-15T20:20:40.571334] [INFO ] [sig       ] [982/3591] Completed DOCS in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:40.571378] [INFO ] [sig       ] [983/3591] Forecasting DOGZ...
[2025-12-15T20:20:40.571410] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-15T20:20:40.571441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-15T20:20:40.583465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-15T20:20:40.583897] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-15T20:20:40.584693] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-15T20:20:40.584746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:40.584779] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:40.584807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:40.584864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:40.642826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:40.643639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:40.643726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:40.643757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:40.771712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:40.771873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:40.771915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:40.771944] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:40.775338] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=68.73%)
[2025-12-15T20:20:40.775665] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-15T20:20:40.775825] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:40.916435] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DOGZ.txt
[2025-12-15T20:20:40.916632] [INFO ] [sig       ] [983/3591] Completed DOGZ in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:40.916682] [INFO ] [sig       ] [984/3591] Forecasting DOLE...
[2025-12-15T20:20:40.916715] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-15T20:20:40.916745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-15T20:20:40.928996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-15T20:20:40.929397] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-15T20:20:40.930214] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-15T20:20:40.930267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:40.930299] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:40.930326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:40.930421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:40.988287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:40.989176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:40.989267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:40.989300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:41.118841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:41.119029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:41.119083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:41.119113] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:41.123279] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2025-12-15T20:20:41.123891] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-15T20:20:41.124069] [INFO ] [sig       ] DOLE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:41.273886] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DOLE.txt
[2025-12-15T20:20:41.274050] [INFO ] [sig       ] [984/3591] Completed DOLE in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:41.274093] [INFO ] [sig       ] [985/3591] Forecasting DOMO...
[2025-12-15T20:20:41.274126] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-15T20:20:41.274158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-15T20:20:41.287260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-15T20:20:41.287690] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-15T20:20:41.288743] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-15T20:20:41.288795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:41.288829] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:41.288856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:41.288914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:41.351120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:41.352104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:41.352193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:41.352228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:41.483841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:41.484016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:41.484088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:41.484131] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:41.488100] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-12-15T20:20:41.488564] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-15T20:20:41.488720] [INFO ] [sig       ] DOMO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:41.641834] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DOMO.txt
[2025-12-15T20:20:41.642049] [INFO ] [sig       ] [985/3591] Completed DOMO in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-15T20:20:41.642102] [INFO ] [sig       ] [986/3591] Forecasting DORM...
[2025-12-15T20:20:41.642135] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-15T20:20:41.642175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-15T20:20:41.655033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-15T20:20:41.655423] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-15T20:20:41.656250] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-15T20:20:41.656318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:41.656351] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:41.656377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:41.656434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:41.719289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:41.720382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:41.720467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:41.720501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:41.859756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:41.859915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:41.859955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:41.859982] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:41.863825] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-15T20:20:41.864135] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-15T20:20:41.864280] [INFO ] [sig       ] DORM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:42.012878] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DORM.txt
[2025-12-15T20:20:42.013026] [INFO ] [sig       ] [986/3591] Completed DORM in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-15T20:20:42.013068] [INFO ] [sig       ] [987/3591] Forecasting DOUG...
[2025-12-15T20:20:42.013100] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-15T20:20:42.013131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-15T20:20:42.025660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-15T20:20:42.026029] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-15T20:20:42.026837] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-15T20:20:42.026891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:42.026923] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:42.026952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:42.027009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:42.089341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:42.090057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:42.090140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:42.090180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:42.217946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:42.218105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:42.218146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:42.218176] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:42.221656] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-15T20:20:42.221943] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-15T20:20:42.222077] [INFO ] [sig       ] DOUG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:42.365812] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DOUG.txt
[2025-12-15T20:20:42.365973] [INFO ] [sig       ] [987/3591] Completed DOUG in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-15T20:20:42.366016] [INFO ] [sig       ] [988/3591] Forecasting DOX...
[2025-12-15T20:20:42.366046] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-15T20:20:42.366076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-15T20:20:42.377089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-15T20:20:42.377528] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-15T20:20:42.378330] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-15T20:20:42.378382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:42.378413] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:42.378439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:42.378496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:42.435634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:42.436479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:42.436563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:42.436618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:42.560712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:42.560867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:42.560907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:42.560938] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:42.564622] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=54.79%)
[2025-12-15T20:20:42.564922] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-15T20:20:42.565066] [INFO ] [sig       ] DOX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:42.709527] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DOX.txt
[2025-12-15T20:20:42.709708] [INFO ] [sig       ] [988/3591] Completed DOX in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-15T20:20:42.709753] [INFO ] [sig       ] [989/3591] Forecasting DPG...
[2025-12-15T20:20:42.709784] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-15T20:20:42.709815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-15T20:20:42.724952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-15T20:20:42.725630] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-15T20:20:42.726896] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-15T20:20:42.726971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:42.727054] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:42.727093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:42.727212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:42.790894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:42.791977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:42.792086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:42.792137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:42.923296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:42.923483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:42.923539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:42.923604] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:42.928219] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-15T20:20:42.928608] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-15T20:20:42.928783] [INFO ] [sig       ] DPG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:43.080423] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DPG.txt
[2025-12-15T20:20:43.080642] [INFO ] [sig       ] [989/3591] Completed DPG in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-15T20:20:43.080701] [INFO ] [sig       ] [990/3591] Forecasting DPRO...
[2025-12-15T20:20:43.080734] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-15T20:20:43.080764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-15T20:20:43.092682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-15T20:20:43.093087] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-15T20:20:43.093910] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-15T20:20:43.093965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:43.093998] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:43.094025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:43.094081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:43.154165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:43.155037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:43.155124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:43.155161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:43.279016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:43.279179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:43.279220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:43.279252] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:43.283134] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=61.88%)
[2025-12-15T20:20:43.283518] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-15T20:20:43.283707] [INFO ] [sig       ] DPRO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:43.435105] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DPRO.txt
[2025-12-15T20:20:43.435260] [INFO ] [sig       ] [990/3591] Completed DPRO in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-15T20:20:43.435303] [INFO ] [sig       ] [991/3591] Forecasting DPZ...
[2025-12-15T20:20:43.435334] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-15T20:20:43.435365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-15T20:20:43.446968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-15T20:20:43.447337] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-15T20:20:43.448128] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-15T20:20:43.448181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:43.448220] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:43.448253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:43.448321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:43.505355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:43.506185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:43.506268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:43.506300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:43.632150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:43.632306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:43.632345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:43.632373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:43.635810] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-12-15T20:20:43.636164] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-15T20:20:43.636300] [INFO ] [sig       ] DPZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:43.782305] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DPZ.txt
[2025-12-15T20:20:43.782446] [INFO ] [sig       ] [991/3591] Completed DPZ in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-15T20:20:43.782485] [INFO ] [sig       ] [992/3591] Forecasting DQ...
[2025-12-15T20:20:43.782515] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-15T20:20:43.782545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-15T20:20:43.793521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-15T20:20:43.793824] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-15T20:20:43.794602] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-15T20:20:43.794652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:43.794683] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:43.794710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:43.794765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:43.853110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:43.853938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:43.854019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:43.854051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:43.977512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:43.977686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:43.977727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:43.977755] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:43.981246] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=46.74%)
[2025-12-15T20:20:43.981567] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-15T20:20:43.981727] [INFO ] [sig       ] DQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:44.123420] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DQ.txt
[2025-12-15T20:20:44.123592] [INFO ] [sig       ] [992/3591] Completed DQ in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:44.123633] [INFO ] [sig       ] [993/3591] Forecasting DRD...
[2025-12-15T20:20:44.123663] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-15T20:20:44.123695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-15T20:20:44.136378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-15T20:20:44.136882] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-15T20:20:44.137938] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-15T20:20:44.137994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:44.138025] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:44.138053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:44.138112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:44.208002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:44.208947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:44.209052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:44.209097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:44.344159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:44.344321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:44.344415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:44.344447] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:44.348080] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-15T20:20:44.348390] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-15T20:20:44.348556] [INFO ] [sig       ] DRD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:44.494347] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DRD.txt
[2025-12-15T20:20:44.494504] [INFO ] [sig       ] [993/3591] Completed DRD in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:44.494546] [INFO ] [sig       ] [994/3591] Forecasting DRH...
[2025-12-15T20:20:44.494596] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-15T20:20:44.494629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-15T20:20:44.506513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-15T20:20:44.506977] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-15T20:20:44.508097] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-15T20:20:44.508164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:44.508211] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:44.508249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:44.508332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:44.581461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:44.582373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:44.582476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:44.582517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:44.707033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:44.707201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:44.707247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:44.707277] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:44.711181] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-15T20:20:44.711513] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-15T20:20:44.711705] [INFO ] [sig       ] DRH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:44.862342] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DRH.txt
[2025-12-15T20:20:44.862502] [INFO ] [sig       ] [994/3591] Completed DRH in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:44.862544] [INFO ] [sig       ] [995/3591] Forecasting DRI...
[2025-12-15T20:20:44.862603] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-15T20:20:44.862652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-15T20:20:44.874152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-15T20:20:44.874565] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-15T20:20:44.875480] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-15T20:20:44.875537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:44.875608] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:44.875647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:44.875709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:44.936620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:44.937497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:44.937600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:44.937638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:45.069796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:45.069950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:45.069990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:45.070018] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:45.073566] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-12-15T20:20:45.073910] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-15T20:20:45.074085] [INFO ] [sig       ] DRI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:45.223073] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DRI.txt
[2025-12-15T20:20:45.223231] [INFO ] [sig       ] [995/3591] Completed DRI in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:45.223277] [INFO ] [sig       ] [996/3591] Forecasting DRIO...
[2025-12-15T20:20:45.223310] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-15T20:20:45.223339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-15T20:20:45.234641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-15T20:20:45.235118] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-15T20:20:45.236208] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-15T20:20:45.236277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:45.236324] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:45.236365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:45.236449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:45.294159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:45.295054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:45.295136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:45.295170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:45.411130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:45.411289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:45.411337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:45.411373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:45.414766] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-15T20:20:45.415045] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-15T20:20:45.415174] [INFO ] [sig       ] DRIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:45.551794] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DRIO.txt
[2025-12-15T20:20:45.551928] [INFO ] [sig       ] [996/3591] Completed DRIO in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:45.551967] [INFO ] [sig       ] [997/3591] Forecasting DRLL...
[2025-12-15T20:20:45.551998] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-15T20:20:45.552027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-15T20:20:45.562248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-15T20:20:45.562618] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-15T20:20:45.563435] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-15T20:20:45.563489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:45.563556] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:45.563610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:45.563674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:45.620085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:45.620801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:45.620883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:45.620918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:45.738505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:45.738670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:45.738710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:45.738738] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:45.742026] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-12-15T20:20:45.742299] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-15T20:20:45.742418] [INFO ] [sig       ] DRLL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:45.879183] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DRLL.txt
[2025-12-15T20:20:45.879311] [INFO ] [sig       ] [997/3591] Completed DRLL in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:45.879352] [INFO ] [sig       ] [998/3591] Forecasting DRMA...
[2025-12-15T20:20:45.879381] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-15T20:20:45.879410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-15T20:20:45.890010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-15T20:20:45.890347] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-15T20:20:45.891105] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-15T20:20:45.891156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:45.891187] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:45.891213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:45.891269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:45.946202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:45.946892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:45.946972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:45.947004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:46.060829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:46.060981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:46.061021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:46.061049] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:46.064324] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-15T20:20:46.064606] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-15T20:20:46.064727] [INFO ] [sig       ] DRMA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:46.201343] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DRMA.txt
[2025-12-15T20:20:46.201479] [INFO ] [sig       ] [998/3591] Completed DRMA in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:46.201518] [INFO ] [sig       ] [999/3591] Forecasting DRS...
[2025-12-15T20:20:46.201547] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-15T20:20:46.201593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-15T20:20:46.212320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-15T20:20:46.212724] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-15T20:20:46.213537] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-15T20:20:46.213623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:46.213661] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:46.213689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:46.213750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:46.268713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:46.269451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:46.269531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:46.269563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:46.389772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:46.389914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:46.389952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:46.389980] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:46.393242] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=84.01%)
[2025-12-15T20:20:46.393514] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-15T20:20:46.393808] [INFO ] [sig       ] DRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:46.530537] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DRS.txt
[2025-12-15T20:20:46.530688] [INFO ] [sig       ] [999/3591] Completed DRS in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:46.530728] [INFO ] [sig       ] [1000/3591] Forecasting DRTS...
[2025-12-15T20:20:46.530757] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-15T20:20:46.530786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-15T20:20:46.542431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-15T20:20:46.543019] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-15T20:20:46.544029] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-15T20:20:46.544083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:46.544117] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:46.544144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:46.544202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:46.601256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:46.602153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:46.602232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:46.602263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:46.715782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:46.715927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:46.715966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:46.715994] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:46.719344] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-12-15T20:20:46.719636] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-15T20:20:46.719760] [INFO ] [sig       ] DRTS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:46.855389] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DRTS.txt
[2025-12-15T20:20:46.855527] [INFO ] [sig       ] [1000/3591] Completed DRTS in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:46.855584] [INFO ] [sig       ] [1001/3591] Forecasting DRUG...
[2025-12-15T20:20:46.855629] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-15T20:20:46.855661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-15T20:20:46.865929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-15T20:20:46.866312] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-15T20:20:46.867113] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-15T20:20:46.867165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:46.867195] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:46.867221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:46.867276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:46.922336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:46.923109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:46.923190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:46.923222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:47.047035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:47.047231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:47.047271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:47.047300] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:47.050903] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-15T20:20:47.051178] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-15T20:20:47.051304] [INFO ] [sig       ] DRUG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:47.192220] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DRUG.txt
[2025-12-15T20:20:47.192332] [INFO ] [sig       ] [1001/3591] Completed DRUG in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:47.192370] [INFO ] [sig       ] [1002/3591] Forecasting DRVN...
[2025-12-15T20:20:47.192399] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-15T20:20:47.192427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-15T20:20:47.203454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-15T20:20:47.203782] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-15T20:20:47.204517] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-15T20:20:47.204584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:47.204618] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:47.204644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:47.204701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:47.260210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:47.260860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:47.260938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:47.260969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:47.381717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:47.381860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:47.381898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:47.381926] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:47.385228] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-15T20:20:47.385523] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-15T20:20:47.385660] [INFO ] [sig       ] DRVN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:47.524148] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DRVN.txt
[2025-12-15T20:20:47.524259] [INFO ] [sig       ] [1002/3591] Completed DRVN in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:47.524340] [INFO ] [sig       ] [1003/3591] Forecasting DSGN...
[2025-12-15T20:20:47.524377] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-15T20:20:47.524414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-15T20:20:47.537150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-15T20:20:47.537513] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-15T20:20:47.538344] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-15T20:20:47.538409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:47.538449] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:47.538480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:47.538538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:47.595274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:47.595883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:47.595958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:47.595990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:47.719286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:47.719421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:47.719465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:47.719495] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:47.722838] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-12-15T20:20:47.723099] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-15T20:20:47.723218] [INFO ] [sig       ] DSGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:47.860456] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DSGN.txt
[2025-12-15T20:20:47.860568] [INFO ] [sig       ] [1003/3591] Completed DSGN in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-15T20:20:47.860624] [INFO ] [sig       ] [1004/3591] Forecasting DSGX...
[2025-12-15T20:20:47.860654] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-15T20:20:47.860682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-15T20:20:47.871316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-15T20:20:47.871628] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-15T20:20:47.872359] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-15T20:20:47.872409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:47.872439] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:47.872465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:47.872522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:47.928113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:47.928703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:47.928777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:47.928809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:48.044081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:48.044224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:48.044262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:48.044325] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:48.047559] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=84.30%)
[2025-12-15T20:20:48.047841] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-15T20:20:48.047961] [INFO ] [sig       ] DSGX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:48.187978] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DSGX.txt
[2025-12-15T20:20:48.188127] [INFO ] [sig       ] [1004/3591] Completed DSGX in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-15T20:20:48.188169] [INFO ] [sig       ] [1005/3591] Forecasting DSL...
[2025-12-15T20:20:48.188198] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-15T20:20:48.188228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-15T20:20:48.199152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-15T20:20:48.199490] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-15T20:20:48.200243] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-15T20:20:48.200294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:48.200329] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:48.200362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:48.200437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:48.257773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:48.258598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:48.258679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:48.258711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:48.378136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:48.378285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:48.378325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:48.378353] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:48.381862] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-15T20:20:48.382124] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-15T20:20:48.382242] [INFO ] [sig       ] DSL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:48.524138] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DSL.txt
[2025-12-15T20:20:48.524268] [INFO ] [sig       ] [1005/3591] Completed DSL in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-15T20:20:48.524314] [INFO ] [sig       ] [1006/3591] Forecasting DSM...
[2025-12-15T20:20:48.524354] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-15T20:20:48.524390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-15T20:20:48.535223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-15T20:20:48.535588] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-15T20:20:48.536405] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-15T20:20:48.536457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:48.536489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:48.536544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:48.536632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:48.596087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:48.596744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:48.596823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:48.596876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:48.716126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:48.716268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:48.716310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:48.716339] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:48.720084] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-15T20:20:48.720359] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-15T20:20:48.720507] [INFO ] [sig       ] DSM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:48.865200] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DSM.txt
[2025-12-15T20:20:48.865335] [INFO ] [sig       ] [1006/3591] Completed DSM in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-15T20:20:48.865373] [INFO ] [sig       ] [1007/3591] Forecasting DSP...
[2025-12-15T20:20:48.865403] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-15T20:20:48.865433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-15T20:20:48.877708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-15T20:20:48.878032] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-15T20:20:48.878879] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-15T20:20:48.878959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:48.878999] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:48.879027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:48.879084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:48.938531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:48.939158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:48.939235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:48.939267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:49.061136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:49.061277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:49.061316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:49.061352] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:49.064675] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-12-15T20:20:49.065135] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-15T20:20:49.065253] [INFO ] [sig       ] DSP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:49.205470] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DSP.txt
[2025-12-15T20:20:49.205595] [INFO ] [sig       ] [1007/3591] Completed DSP in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-15T20:20:49.205635] [INFO ] [sig       ] [1008/3591] Forecasting DSX...
[2025-12-15T20:20:49.205664] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-15T20:20:49.205692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-15T20:20:49.217851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-15T20:20:49.218169] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-15T20:20:49.219007] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-15T20:20:49.219059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:49.219091] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:49.219150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:49.219211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:49.275865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:49.276460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:49.276543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:49.276591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:49.396101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:49.396248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:49.396286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:49.396314] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:49.399623] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=58.79%)
[2025-12-15T20:20:49.399884] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-15T20:20:49.400003] [INFO ] [sig       ] DSX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:49.538176] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DSX.txt
[2025-12-15T20:20:49.538284] [INFO ] [sig       ] [1008/3591] Completed DSX in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-15T20:20:49.538321] [INFO ] [sig       ] [1009/3591] Forecasting DTB...
[2025-12-15T20:20:49.538349] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-15T20:20:49.538378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-15T20:20:49.549638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-15T20:20:49.550175] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-15T20:20:49.550995] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-15T20:20:49.551047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:49.551079] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:49.551107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:49.551165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:49.609503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:49.610116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:49.610195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:49.610229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:49.724083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:49.724221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:49.724259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:49.724287] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:49.727528] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-15T20:20:49.727919] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-15T20:20:49.728065] [INFO ] [sig       ] DTB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:49.866268] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DTB.txt
[2025-12-15T20:20:49.866399] [INFO ] [sig       ] [1009/3591] Completed DTB in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:49.866446] [INFO ] [sig       ] [1010/3591] Forecasting DTE...
[2025-12-15T20:20:49.866482] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-15T20:20:49.866519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-15T20:20:49.877390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-15T20:20:49.877729] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-15T20:20:49.878498] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-15T20:20:49.878549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:49.878613] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:49.878651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:49.878711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:49.936130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:49.936760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:49.936838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:49.936871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:50.051281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:50.051414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:50.051453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:50.051481] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:50.054732] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-12-15T20:20:50.054995] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-15T20:20:50.055115] [INFO ] [sig       ] DTE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:50.194299] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DTE.txt
[2025-12-15T20:20:50.194413] [INFO ] [sig       ] [1010/3591] Completed DTE in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:50.194453] [INFO ] [sig       ] [1011/3591] Forecasting DTG...
[2025-12-15T20:20:50.194482] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-15T20:20:50.194511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-15T20:20:50.205091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-15T20:20:50.205390] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-15T20:20:50.206164] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-15T20:20:50.206214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:50.206244] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:50.206270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:50.206326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:50.261075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:50.261693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:50.261768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:50.261800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:50.376312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:50.376448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:50.376486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:50.376514] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:50.379780] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-12-15T20:20:50.380041] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-15T20:20:50.380159] [INFO ] [sig       ] DTG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:50.517371] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DTG.txt
[2025-12-15T20:20:50.517492] [INFO ] [sig       ] [1011/3591] Completed DTG in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:50.517530] [INFO ] [sig       ] [1012/3591] Forecasting DTIL...
[2025-12-15T20:20:50.517763] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-15T20:20:50.517795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-15T20:20:50.529127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-15T20:20:50.529426] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-15T20:20:50.530186] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-15T20:20:50.530237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:50.530268] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:50.530294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:50.530350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:50.585766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:50.586372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:50.586448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:50.586480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:50.698991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:50.699125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:50.699163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:50.699192] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:50.702471] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=60.00%)
[2025-12-15T20:20:50.702771] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-15T20:20:50.702889] [INFO ] [sig       ] DTIL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:50.840133] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DTIL.txt
[2025-12-15T20:20:50.840258] [INFO ] [sig       ] [1012/3591] Completed DTIL in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:50.840297] [INFO ] [sig       ] [1013/3591] Forecasting DTM...
[2025-12-15T20:20:50.840327] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-15T20:20:50.840356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-15T20:20:50.851061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-15T20:20:50.851406] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-15T20:20:50.852163] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-15T20:20:50.852214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:50.852286] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:50.852314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:50.852371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:50.908458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:50.909089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:50.909165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:50.909196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:51.031468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:51.031611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:51.031650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:51.031678] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:51.034849] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-15T20:20:51.035111] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-15T20:20:51.035229] [INFO ] [sig       ] DTM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:51.174363] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DTM.txt
[2025-12-15T20:20:51.174493] [INFO ] [sig       ] [1013/3591] Completed DTM in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:51.174534] [INFO ] [sig       ] [1014/3591] Forecasting DTSS...
[2025-12-15T20:20:51.174564] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-15T20:20:51.174611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-15T20:20:51.185547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-15T20:20:51.185874] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-15T20:20:51.186659] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-15T20:20:51.186710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:51.186742] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:51.186768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:51.186825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:51.241927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:51.242510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:51.242605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:51.242639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:51.354865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:51.355000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:51.355039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:51.355066] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:51.358704] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-15T20:20:51.359042] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-15T20:20:51.359170] [INFO ] [sig       ] DTSS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:51.496800] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DTSS.txt
[2025-12-15T20:20:51.496915] [INFO ] [sig       ] [1014/3591] Completed DTSS in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:51.496954] [INFO ] [sig       ] [1015/3591] Forecasting DUK...
[2025-12-15T20:20:51.496982] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-15T20:20:51.497011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-15T20:20:51.508368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-15T20:20:51.508749] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-15T20:20:51.509543] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-15T20:20:51.509619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:51.509655] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:51.509682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:51.509740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:51.565082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:51.565702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:51.565777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:51.565808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:51.680352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:51.680490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:51.680537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:51.680588] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:51.683791] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=61.39%)
[2025-12-15T20:20:51.684091] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-15T20:20:51.684209] [INFO ] [sig       ] DUK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:51.823031] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DUK.txt
[2025-12-15T20:20:51.823143] [INFO ] [sig       ] [1015/3591] Completed DUK in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:51.823182] [INFO ] [sig       ] [1016/3591] Forecasting DUKB...
[2025-12-15T20:20:51.823210] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-15T20:20:51.823239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-15T20:20:51.833868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-15T20:20:51.834201] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-15T20:20:51.834991] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-15T20:20:51.835042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:51.835073] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:51.835099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:51.835161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:51.891001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:51.891607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:51.891683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:51.891715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:52.009989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:52.010121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:52.010160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:52.010189] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:52.013410] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-15T20:20:52.013698] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-15T20:20:52.013818] [INFO ] [sig       ] DUKB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:52.152840] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DUKB.txt
[2025-12-15T20:20:52.152960] [INFO ] [sig       ] [1016/3591] Completed DUKB in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:52.152998] [INFO ] [sig       ] [1017/3591] Forecasting DUOL...
[2025-12-15T20:20:52.153027] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-15T20:20:52.153056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-15T20:20:52.163881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-15T20:20:52.164180] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-15T20:20:52.164963] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-15T20:20:52.165014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:52.165047] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:52.165074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:52.165131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:52.225191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:52.225991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:52.226069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:52.226103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:52.344445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:52.344596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:52.344638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:52.344667] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:52.348052] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-15T20:20:52.348319] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-15T20:20:52.348446] [INFO ] [sig       ] DUOL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:52.488222] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DUOL.txt
[2025-12-15T20:20:52.488345] [INFO ] [sig       ] [1017/3591] Completed DUOL in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:52.488383] [INFO ] [sig       ] [1018/3591] Forecasting DVA...
[2025-12-15T20:20:52.488413] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-15T20:20:52.488442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-15T20:20:52.499852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-15T20:20:52.500172] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-15T20:20:52.500997] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-15T20:20:52.501051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:52.501084] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:52.501112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:52.501170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:52.556948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:52.557604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:52.557680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:52.557712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:52.679073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:52.679186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:52.679222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:52.679250] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:52.682437] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=53.70%)
[2025-12-15T20:20:52.682713] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-15T20:20:52.682834] [INFO ] [sig       ] DVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:52.822559] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DVA.txt
[2025-12-15T20:20:52.822695] [INFO ] [sig       ] [1018/3591] Completed DVA in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:52.822734] [INFO ] [sig       ] [1019/3591] Forecasting DVAX...
[2025-12-15T20:20:52.822763] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-15T20:20:52.822792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-15T20:20:52.833533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-15T20:20:52.833874] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-15T20:20:52.834681] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-15T20:20:52.834734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:52.834766] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:52.834793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:52.834854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:52.891881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:52.892497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:52.892606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:52.892641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:53.015316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:53.015426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:53.015462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:53.015490] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:53.018688] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2025-12-15T20:20:53.018974] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-15T20:20:53.019095] [INFO ] [sig       ] DVAX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:53.156282] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DVAX.txt
[2025-12-15T20:20:53.156403] [INFO ] [sig       ] [1019/3591] Completed DVAX in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-15T20:20:53.156468] [INFO ] [sig       ] [1020/3591] Forecasting DVN...
[2025-12-15T20:20:53.156499] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-15T20:20:53.156528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-15T20:20:53.169968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-15T20:20:53.170288] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-15T20:20:53.171068] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-15T20:20:53.171118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:53.171149] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:53.171176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:53.171232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:53.226707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:53.227274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:53.227350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:53.227382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:53.348426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:53.348557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:53.348611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:53.348640] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:53.352000] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-12-15T20:20:53.352266] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-15T20:20:53.352389] [INFO ] [sig       ] DVN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:53.492987] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DVN.txt
[2025-12-15T20:20:53.493112] [INFO ] [sig       ] [1020/3591] Completed DVN in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-15T20:20:53.493151] [INFO ] [sig       ] [1021/3591] Forecasting DWAS...
[2025-12-15T20:20:53.493179] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-15T20:20:53.493208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-15T20:20:53.503624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-15T20:20:53.503930] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-15T20:20:53.504881] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-15T20:20:53.504931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:53.504992] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:53.505022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:53.505078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:53.562140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:53.562749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:53.562826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:53.562858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:53.681399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:53.681533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:53.681587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:53.681618] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:53.684862] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=49.38%)
[2025-12-15T20:20:53.685131] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-15T20:20:53.685249] [INFO ] [sig       ] DWAS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:53.824029] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DWAS.txt
[2025-12-15T20:20:53.824136] [INFO ] [sig       ] [1021/3591] Completed DWAS in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-15T20:20:53.824174] [INFO ] [sig       ] [1022/3591] Forecasting DWSH...
[2025-12-15T20:20:53.824204] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-15T20:20:53.824233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-15T20:20:53.834547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-15T20:20:53.834909] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-15T20:20:53.835669] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-15T20:20:53.835720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:53.835750] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:53.835777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:53.835833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:53.891255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:53.891872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:53.891946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:53.891976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:53.995061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:53.995173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:53.995211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:53.995238] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:53.998476] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: DOWN (p=41.79%)
[2025-12-15T20:20:53.998771] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-15T20:20:53.998890] [INFO ] [sig       ] DWSH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:54.137243] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DWSH.txt
[2025-12-15T20:20:54.137362] [INFO ] [sig       ] [1022/3591] Completed DWSH in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-15T20:20:54.137412] [INFO ] [sig       ] [1023/3591] Forecasting DX...
[2025-12-15T20:20:54.137447] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-15T20:20:54.137486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-15T20:20:54.148308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-15T20:20:54.148645] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-15T20:20:54.149478] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-15T20:20:54.149529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:54.149562] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:54.149642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:54.149712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:54.206459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:54.207085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:54.207160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:54.207192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:54.331839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:54.331979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:54.332018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:54.332048] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:54.335407] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-12-15T20:20:54.335706] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-15T20:20:54.335838] [INFO ] [sig       ] DX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:54.473939] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DX.txt
[2025-12-15T20:20:54.474057] [INFO ] [sig       ] [1023/3591] Completed DX in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-15T20:20:54.474103] [INFO ] [sig       ] [1024/3591] Forecasting DXC...
[2025-12-15T20:20:54.474135] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-15T20:20:54.474164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-15T20:20:54.485417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-15T20:20:54.485730] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-15T20:20:54.486471] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-15T20:20:54.486532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:54.486568] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:54.486624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:54.486684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:54.544387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:54.545045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:54.545133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:54.545167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:54.666267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:54.666397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:54.666436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:54.666464] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:54.669805] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-15T20:20:54.670067] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-15T20:20:54.670184] [INFO ] [sig       ] DXC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:54.807795] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DXC.txt
[2025-12-15T20:20:54.807901] [INFO ] [sig       ] [1024/3591] Completed DXC in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-15T20:20:54.807946] [INFO ] [sig       ] [1025/3591] Forecasting DXCM...
[2025-12-15T20:20:54.807975] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-15T20:20:54.808003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-15T20:20:54.818703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-15T20:20:54.819039] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-15T20:20:54.819793] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-15T20:20:54.819843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:54.819874] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:54.819901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:54.819957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:54.877233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:54.878038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:54.878115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:54.878147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:55.000742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:55.000890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:55.000930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:55.000958] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:55.004268] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-15T20:20:55.004538] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-15T20:20:55.004675] [INFO ] [sig       ] DXCM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:55.142060] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DXCM.txt
[2025-12-15T20:20:55.142179] [INFO ] [sig       ] [1025/3591] Completed DXCM in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-15T20:20:55.142218] [INFO ] [sig       ] [1026/3591] Forecasting DXPE...
[2025-12-15T20:20:55.142247] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-15T20:20:55.142275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-15T20:20:55.153126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-15T20:20:55.153454] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-15T20:20:55.154215] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-15T20:20:55.154267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:55.154297] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:55.154323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:55.154379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:55.210417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:55.211012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:55.211090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:55.211122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:55.328389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:55.328526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:55.328563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:55.328610] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:55.331988] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-15T20:20:55.332251] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-15T20:20:55.332381] [INFO ] [sig       ] DXPE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:55.470541] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DXPE.txt
[2025-12-15T20:20:55.470690] [INFO ] [sig       ] [1026/3591] Completed DXPE in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-15T20:20:55.470730] [INFO ] [sig       ] [1027/3591] Forecasting DY...
[2025-12-15T20:20:55.470759] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-15T20:20:55.470788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-15T20:20:55.481257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-15T20:20:55.481554] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-15T20:20:55.482306] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-15T20:20:55.482356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:55.482387] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:55.482413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:55.482469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:55.538611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:55.539211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:55.539285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:55.539317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:55.660320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:55.660438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:55.660476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:55.660510] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:55.663855] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-15T20:20:55.664117] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-15T20:20:55.664238] [INFO ] [sig       ] DY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:55.803767] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/DY.txt
[2025-12-15T20:20:55.803879] [INFO ] [sig       ] [1027/3591] Completed DY in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:55.803916] [INFO ] [sig       ] [1028/3591] Forecasting DYN...
[2025-12-15T20:20:55.803946] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-15T20:20:55.803975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-15T20:20:55.815269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-15T20:20:55.815621] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-15T20:20:55.816364] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-15T20:20:55.816414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:55.816444] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:55.816472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:55.816540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:55.877529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:55.878524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:55.878641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:55.878689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:56.001835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:56.001991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:56.002032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:56.002076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:56.005648] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-12-15T20:20:56.005944] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-15T20:20:56.006080] [INFO ] [sig       ] DYN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:56.143301] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/DYN.txt
[2025-12-15T20:20:56.143422] [INFO ] [sig       ] [1028/3591] Completed DYN in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:56.143462] [INFO ] [sig       ] [1029/3591] Forecasting E...
[2025-12-15T20:20:56.143492] [INFO ] [sig       ] Generating forecast for: E
[2025-12-15T20:20:56.143520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-15T20:20:56.154375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-15T20:20:56.154713] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-15T20:20:56.155459] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-15T20:20:56.155510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:56.155541] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:56.155567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:56.155643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:56.211265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:56.211879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:56.211952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:56.211984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:56.335653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:56.335806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:56.335848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:56.335878] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:56.339224] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2025-12-15T20:20:56.339500] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-15T20:20:56.339650] [INFO ] [sig       ] E: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:56.476706] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/E.txt
[2025-12-15T20:20:56.476811] [INFO ] [sig       ] [1029/3591] Completed E in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:56.476849] [INFO ] [sig       ] [1030/3591] Forecasting EA...
[2025-12-15T20:20:56.476876] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-15T20:20:56.476904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-15T20:20:56.488341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-15T20:20:56.488695] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-15T20:20:56.489483] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-15T20:20:56.489534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:56.489566] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:56.489616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:56.489678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:56.546008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:56.546614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:56.546690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:56.546732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:56.670392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:56.670490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:56.670525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:56.670557] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:56.673664] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=77.60%)
[2025-12-15T20:20:56.673921] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-15T20:20:56.674038] [INFO ] [sig       ] EA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:56.811014] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EA.txt
[2025-12-15T20:20:56.811118] [INFO ] [sig       ] [1030/3591] Completed EA in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:56.811156] [INFO ] [sig       ] [1031/3591] Forecasting EAF...
[2025-12-15T20:20:56.811185] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-15T20:20:56.811214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-15T20:20:56.823222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-15T20:20:56.823540] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-15T20:20:56.824337] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-15T20:20:56.824388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:56.824419] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:56.824445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:56.824506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:56.879398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:56.880024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:56.880100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:56.880131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:57.001281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:57.001447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:57.001487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:57.001515] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:57.004873] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=51.76%)
[2025-12-15T20:20:57.005136] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-15T20:20:57.005256] [INFO ] [sig       ] EAF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:57.144660] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EAF.txt
[2025-12-15T20:20:57.144772] [INFO ] [sig       ] [1031/3591] Completed EAF in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:57.144810] [INFO ] [sig       ] [1032/3591] Forecasting EAI...
[2025-12-15T20:20:57.144839] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-15T20:20:57.144867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-15T20:20:57.157434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-15T20:20:57.157751] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-15T20:20:57.158484] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-15T20:20:57.158542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:57.158600] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:57.158637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:57.158712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:57.214988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:57.215595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:57.215671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:57.215703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:57.329637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:57.329754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:57.329790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:57.329817] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:57.332962] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=50.95%)
[2025-12-15T20:20:57.333224] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-15T20:20:57.333341] [INFO ] [sig       ] EAI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:57.470060] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EAI.txt
[2025-12-15T20:20:57.470181] [INFO ] [sig       ] [1032/3591] Completed EAI in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:57.470220] [INFO ] [sig       ] [1033/3591] Forecasting EARN...
[2025-12-15T20:20:57.470249] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-15T20:20:57.470277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-15T20:20:57.481084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-15T20:20:57.481383] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-15T20:20:57.482140] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-15T20:20:57.482190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:57.482220] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:57.482246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:57.482302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:57.537558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:57.538191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:57.538264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:57.538296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:57.659815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:57.659952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:57.659991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:57.660019] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:57.663271] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-15T20:20:57.663532] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-15T20:20:57.663668] [INFO ] [sig       ] EARN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:57.801151] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EARN.txt
[2025-12-15T20:20:57.801270] [INFO ] [sig       ] [1033/3591] Completed EARN in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:57.801310] [INFO ] [sig       ] [1034/3591] Forecasting EB...
[2025-12-15T20:20:57.801339] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-15T20:20:57.801368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-15T20:20:57.812150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-15T20:20:57.812453] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-15T20:20:57.813205] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-15T20:20:57.813282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:57.813316] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:57.813343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:57.813400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:57.871410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:57.872345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:57.872427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:57.872458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:57.992691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:57.992825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:57.992863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:57.992892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:57.996091] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=76.88%)
[2025-12-15T20:20:57.996353] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-15T20:20:57.996474] [INFO ] [sig       ] EB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:58.132642] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EB.txt
[2025-12-15T20:20:58.132757] [INFO ] [sig       ] [1034/3591] Completed EB in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:58.132795] [INFO ] [sig       ] [1035/3591] Forecasting EBAY...
[2025-12-15T20:20:58.132823] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-15T20:20:58.132852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-15T20:20:58.144068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-15T20:20:58.144392] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-15T20:20:58.145342] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-15T20:20:58.145394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:58.145426] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:58.145457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:58.145516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:58.201831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:58.202426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:58.202503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:58.202536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:58.332163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:58.332315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:58.332355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:58.332384] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:58.335716] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-15T20:20:58.335986] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-15T20:20:58.336117] [INFO ] [sig       ] EBAY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:58.481238] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EBAY.txt
[2025-12-15T20:20:58.481397] [INFO ] [sig       ] [1035/3591] Completed EBAY in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:58.481440] [INFO ] [sig       ] [1036/3591] Forecasting EBC...
[2025-12-15T20:20:58.481478] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-15T20:20:58.481509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-15T20:20:58.493173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-15T20:20:58.493596] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-15T20:20:58.494441] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-15T20:20:58.494495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:58.494527] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:58.494556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:58.494642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:58.551315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:58.551949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:58.552027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:58.552061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:58.677274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:58.677430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:58.677469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:58.677497] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:58.680893] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-15T20:20:58.681154] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-15T20:20:58.681272] [INFO ] [sig       ] EBC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:58.820491] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EBC.txt
[2025-12-15T20:20:58.820637] [INFO ] [sig       ] [1036/3591] Completed EBC in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-15T20:20:58.820711] [INFO ] [sig       ] [1037/3591] Forecasting EBF...
[2025-12-15T20:20:58.820748] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-15T20:20:58.820778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-15T20:20:58.831434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-15T20:20:58.831782] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-15T20:20:58.832549] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-15T20:20:58.832627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:58.832663] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:58.832691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:58.832749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:58.889414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:58.890079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:58.890167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:58.890203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:59.006395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:59.006537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:59.006590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:59.006621] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:59.010232] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=33.47%)
[2025-12-15T20:20:59.010498] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-15T20:20:59.010642] [INFO ] [sig       ] EBF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:59.150774] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EBF.txt
[2025-12-15T20:20:59.150887] [INFO ] [sig       ] [1037/3591] Completed EBF in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-15T20:20:59.150942] [INFO ] [sig       ] [1038/3591] Forecasting EBON...
[2025-12-15T20:20:59.150973] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-15T20:20:59.151002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-15T20:20:59.161023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-15T20:20:59.161341] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-15T20:20:59.162098] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-15T20:20:59.162148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:59.162179] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:59.162205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:59.162260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:59.218241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:59.218854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:59.218951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:59.218985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:59.322442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:59.322596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:59.322641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:59.322670] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:59.326409] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-12-15T20:20:59.326706] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-15T20:20:59.326824] [INFO ] [sig       ] EBON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:20:59.467014] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EBON.txt
[2025-12-15T20:20:59.467143] [INFO ] [sig       ] [1038/3591] Completed EBON in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-15T20:20:59.467183] [INFO ] [sig       ] [1039/3591] Forecasting EBS...
[2025-12-15T20:20:59.467213] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-15T20:20:59.467244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-15T20:20:59.478115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-15T20:20:59.478422] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-15T20:20:59.479215] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-15T20:20:59.479264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:59.479294] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:59.479320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:59.479375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:59.535038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:59.535662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:59.535737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:59.535768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:59.655698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:59.655844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:59.655881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:59.655908] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:59.659189] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=65.44%)
[2025-12-15T20:20:59.659470] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-15T20:20:59.659609] [INFO ] [sig       ] EBS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:20:59.797613] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EBS.txt
[2025-12-15T20:20:59.797733] [INFO ] [sig       ] [1039/3591] Completed EBS in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-15T20:20:59.797770] [INFO ] [sig       ] [1040/3591] Forecasting EC...
[2025-12-15T20:20:59.797799] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-15T20:20:59.797828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-15T20:20:59.808364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-15T20:20:59.808700] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-15T20:20:59.809460] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-15T20:20:59.809510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:20:59.809540] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:20:59.809621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:20:59.809692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:20:59.866364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:20:59.866996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:20:59.867076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:20:59.867109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:20:59.988421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:20:59.988556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:20:59.988611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:20:59.988640] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:20:59.991884] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-12-15T20:20:59.992146] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-15T20:20:59.992264] [INFO ] [sig       ] EC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:00.134242] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EC.txt
[2025-12-15T20:21:00.135307] [INFO ] [sig       ] [1040/3591] Completed EC in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-15T20:21:00.135359] [INFO ] [sig       ] [1041/3591] Forecasting ECC...
[2025-12-15T20:21:00.135391] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-15T20:21:00.135423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-15T20:21:00.146240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-15T20:21:00.146605] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-15T20:21:00.147360] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-15T20:21:00.147411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:00.147442] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:00.147468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:00.147523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:00.203502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:00.204307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:00.204392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:00.204425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:00.327449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:00.327641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:00.327705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:00.327737] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:00.331241] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-15T20:21:00.331537] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-15T20:21:00.331693] [INFO ] [sig       ] ECC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:00.478157] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ECC.txt
[2025-12-15T20:21:00.478322] [INFO ] [sig       ] [1041/3591] Completed ECC in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-15T20:21:00.478366] [INFO ] [sig       ] [1042/3591] Forecasting ECL...
[2025-12-15T20:21:00.478397] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-15T20:21:00.478427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-15T20:21:00.490841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-15T20:21:00.491278] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-15T20:21:00.492097] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-15T20:21:00.492150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:00.492182] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:00.492210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:00.492276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:00.553037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:00.553947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:00.554034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:00.554069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:00.679892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:00.680058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:00.680101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:00.680131] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:00.683795] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-15T20:21:00.684152] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-15T20:21:00.684301] [INFO ] [sig       ] ECL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:00.831018] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ECL.txt
[2025-12-15T20:21:00.831190] [INFO ] [sig       ] [1042/3591] Completed ECL in 0.4s | 2.93 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-15T20:21:00.831234] [INFO ] [sig       ] [1043/3591] Forecasting ECPG...
[2025-12-15T20:21:00.831264] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-15T20:21:00.831293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-15T20:21:00.842436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-15T20:21:00.842834] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-15T20:21:00.843864] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-15T20:21:00.844109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:00.844139] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:00.844165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:00.844220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:00.902826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:00.904149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:00.904235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:00.904270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:01.024404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:01.024558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:01.024617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:01.024647] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:01.028013] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=34.92%)
[2025-12-15T20:21:01.028345] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-15T20:21:01.028478] [INFO ] [sig       ] ECPG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:01.176023] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ECPG.txt
[2025-12-15T20:21:01.176171] [INFO ] [sig       ] [1043/3591] Completed ECPG in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-15T20:21:01.176213] [INFO ] [sig       ] [1044/3591] Forecasting ECX...
[2025-12-15T20:21:01.176242] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-15T20:21:01.176273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-15T20:21:01.190619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-15T20:21:01.191225] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-15T20:21:01.192015] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-15T20:21:01.192067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:01.192097] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:01.192124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:01.192180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:01.248732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:01.249616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:01.249699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:01.249733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:01.368806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:01.368973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:01.369014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:01.369044] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:01.372470] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-15T20:21:01.372767] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-15T20:21:01.372894] [INFO ] [sig       ] ECX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:01.516984] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ECX.txt
[2025-12-15T20:21:01.517148] [INFO ] [sig       ] [1044/3591] Completed ECX in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-15T20:21:01.517190] [INFO ] [sig       ] [1045/3591] Forecasting ED...
[2025-12-15T20:21:01.517219] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-15T20:21:01.517248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-15T20:21:01.528428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-15T20:21:01.528756] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-15T20:21:01.529528] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-15T20:21:01.529598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:01.529649] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:01.529679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:01.529734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:01.585971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:01.586865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:01.586948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:01.586982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:01.711771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:01.711939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:01.711987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:01.712023] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:01.716932] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-15T20:21:01.717435] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-15T20:21:01.717661] [INFO ] [sig       ] ED: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:01.875101] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ED.txt
[2025-12-15T20:21:01.875264] [INFO ] [sig       ] [1045/3591] Completed ED in 0.4s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:01.875306] [INFO ] [sig       ] [1046/3591] Forecasting EDAP...
[2025-12-15T20:21:01.875336] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-15T20:21:01.875366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-15T20:21:01.886749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-15T20:21:01.887176] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-15T20:21:01.888019] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-15T20:21:01.888072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:01.888104] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:01.888130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:01.888187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:01.945003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:01.945849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:01.945932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:01.945964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:02.066986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:02.067162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:02.067212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:02.067249] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:02.071737] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=39.40%)
[2025-12-15T20:21:02.072125] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-15T20:21:02.072295] [INFO ] [sig       ] EDAP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:02.215629] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EDAP.txt
[2025-12-15T20:21:02.215771] [INFO ] [sig       ] [1046/3591] Completed EDAP in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:02.215812] [INFO ] [sig       ] [1047/3591] Forecasting EDBL...
[2025-12-15T20:21:02.215842] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-15T20:21:02.215872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-15T20:21:02.227977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-15T20:21:02.228424] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-15T20:21:02.229284] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-15T20:21:02.229338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:02.229372] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:02.229400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:02.229458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:02.287844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:02.288642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:02.288731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:02.288765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:02.413906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:02.414270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:02.414315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:02.414343] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:02.418254] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2025-12-15T20:21:02.418539] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-15T20:21:02.418695] [INFO ] [sig       ] EDBL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:02.618621] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EDBL.txt
[2025-12-15T20:21:02.618780] [INFO ] [sig       ] [1047/3591] Completed EDBL in 0.4s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:02.618826] [INFO ] [sig       ] [1048/3591] Forecasting EDD...
[2025-12-15T20:21:02.618856] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-15T20:21:02.618887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-15T20:21:02.630370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-15T20:21:02.630713] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-15T20:21:02.631475] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-15T20:21:02.631526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:02.631558] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:02.631606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:02.631664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:02.687200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:02.688005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:02.688083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:02.688116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:02.811848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:02.812006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:02.812046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:02.812074] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:02.815428] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-12-15T20:21:02.815717] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-15T20:21:02.815993] [INFO ] [sig       ] EDD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:02.959066] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EDD.txt
[2025-12-15T20:21:02.959260] [INFO ] [sig       ] [1048/3591] Completed EDD in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:02.959312] [INFO ] [sig       ] [1049/3591] Forecasting EDF...
[2025-12-15T20:21:02.959363] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-15T20:21:02.959403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-15T20:21:02.972180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-15T20:21:02.972596] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-15T20:21:02.973399] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-15T20:21:02.973452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:02.973485] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:02.973512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:02.973569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:03.030818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:03.031709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:03.031812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:03.031845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:03.154788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:03.154944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:03.154998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:03.155035] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:03.158467] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-15T20:21:03.158763] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-15T20:21:03.158893] [INFO ] [sig       ] EDF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:03.299444] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EDF.txt
[2025-12-15T20:21:03.299601] [INFO ] [sig       ] [1049/3591] Completed EDF in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:03.299643] [INFO ] [sig       ] [1050/3591] Forecasting EDN...
[2025-12-15T20:21:03.299674] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-15T20:21:03.299705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-15T20:21:03.310926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-15T20:21:03.311249] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-15T20:21:03.312029] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-15T20:21:03.312081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:03.312113] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:03.312140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:03.312197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:03.368479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:03.369208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:03.369288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:03.369321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:03.490063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:03.490212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:03.490251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:03.490280] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:03.493987] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=45.28%)
[2025-12-15T20:21:03.494256] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-15T20:21:03.494378] [INFO ] [sig       ] EDN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:03.635391] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EDN.txt
[2025-12-15T20:21:03.635524] [INFO ] [sig       ] [1050/3591] Completed EDN in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:03.635564] [INFO ] [sig       ] [1051/3591] Forecasting EE...
[2025-12-15T20:21:03.635619] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-15T20:21:03.635651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-15T20:21:03.646120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-15T20:21:03.646449] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-15T20:21:03.647213] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-15T20:21:03.647264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:03.647294] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:03.647321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:03.647377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:03.703871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:03.704679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:03.704773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:03.704812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:03.826251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:03.826397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:03.826448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:03.826481] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:03.829983] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=26.12%)
[2025-12-15T20:21:03.830260] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-15T20:21:03.830385] [INFO ] [sig       ] EE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:03.980792] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EE.txt
[2025-12-15T20:21:03.980951] [INFO ] [sig       ] [1051/3591] Completed EE in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:03.980992] [INFO ] [sig       ] [1052/3591] Forecasting EEMA...
[2025-12-15T20:21:03.981023] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-15T20:21:03.981053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-15T20:21:03.992531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-15T20:21:03.992880] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-15T20:21:03.993872] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-15T20:21:03.993934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:03.993973] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:03.994009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:03.994075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:04.062255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:04.063098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:04.063180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:04.063212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:04.192855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:04.193223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:04.193266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:04.193312] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:04.197710] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-15T20:21:04.198126] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-15T20:21:04.198279] [INFO ] [sig       ] EEMA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:04.351707] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EEMA.txt
[2025-12-15T20:21:04.351861] [INFO ] [sig       ] [1052/3591] Completed EEMA in 0.4s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:04.351904] [INFO ] [sig       ] [1053/3591] Forecasting EEX...
[2025-12-15T20:21:04.351935] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-15T20:21:04.351964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-15T20:21:04.362847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-15T20:21:04.363209] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-15T20:21:04.364061] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-15T20:21:04.364117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:04.364163] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:04.364202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:04.364267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:04.423496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:04.424350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:04.424436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:04.424469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:04.544348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:04.544507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:04.544546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:04.544592] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:04.547997] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=92.42%)
[2025-12-15T20:21:04.548281] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-15T20:21:04.548408] [INFO ] [sig       ] EEX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:04.692707] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EEX.txt
[2025-12-15T20:21:04.692864] [INFO ] [sig       ] [1053/3591] Completed EEX in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:04.692936] [INFO ] [sig       ] [1054/3591] Forecasting EFC...
[2025-12-15T20:21:04.692969] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-15T20:21:04.693001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-15T20:21:04.704619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-15T20:21:04.704989] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-15T20:21:04.705801] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-15T20:21:04.705855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:04.705890] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:04.705930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:04.706015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:04.765769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:04.766642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:04.766747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:04.766790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:04.889637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:04.889798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:04.889848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:04.889882] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:04.893447] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-15T20:21:04.893779] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-15T20:21:04.893911] [INFO ] [sig       ] EFC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:05.079033] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EFC.txt
[2025-12-15T20:21:05.079199] [INFO ] [sig       ] [1054/3591] Completed EFC in 0.4s | 2.93 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-15T20:21:05.079240] [INFO ] [sig       ] [1055/3591] Forecasting EFSC...
[2025-12-15T20:21:05.079272] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-15T20:21:05.079303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-15T20:21:05.091160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-15T20:21:05.091611] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-15T20:21:05.092502] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-15T20:21:05.092558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:05.092610] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:05.092638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:05.092695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:05.149495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:05.150382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:05.150465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:05.150498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:05.276924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:05.277102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:05.277142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:05.277171] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:05.280999] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-12-15T20:21:05.281346] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-15T20:21:05.281487] [INFO ] [sig       ] EFSC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:05.424991] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EFSC.txt
[2025-12-15T20:21:05.425145] [INFO ] [sig       ] [1055/3591] Completed EFSC in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-15T20:21:05.425187] [INFO ] [sig       ] [1056/3591] Forecasting EFX...
[2025-12-15T20:21:05.425219] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-15T20:21:05.425250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-15T20:21:05.436037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-15T20:21:05.436408] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-15T20:21:05.437213] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-15T20:21:05.437265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:05.437296] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:05.437324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:05.437394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:05.492941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:05.493698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:05.493782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:05.493814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:05.614920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:05.615044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:05.615082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:05.615110] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:05.618828] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-15T20:21:05.619323] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-15T20:21:05.619452] [INFO ] [sig       ] EFX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:05.771322] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EFX.txt
[2025-12-15T20:21:05.771478] [INFO ] [sig       ] [1056/3591] Completed EFX in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-15T20:21:05.771519] [INFO ] [sig       ] [1057/3591] Forecasting EG...
[2025-12-15T20:21:05.771550] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-15T20:21:05.771598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-15T20:21:05.783267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-15T20:21:05.783688] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-15T20:21:05.784597] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-15T20:21:05.784656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:05.784688] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:05.784752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:05.784843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:05.844227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:05.845169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:05.845294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:05.845342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:05.968866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:05.969031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:05.969071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:05.969100] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:05.972458] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-12-15T20:21:05.972755] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-15T20:21:05.972882] [INFO ] [sig       ] EG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:06.114396] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EG.txt
[2025-12-15T20:21:06.114554] [INFO ] [sig       ] [1057/3591] Completed EG in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-15T20:21:06.114616] [INFO ] [sig       ] [1058/3591] Forecasting EGAN...
[2025-12-15T20:21:06.114650] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-15T20:21:06.114680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-15T20:21:06.125777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-15T20:21:06.126334] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-15T20:21:06.127337] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-15T20:21:06.127403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:06.127436] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:06.127463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:06.127519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:06.189041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:06.189978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:06.190068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:06.190101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:06.312233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:06.312382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:06.312421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:06.312450] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:06.316096] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=35.80%)
[2025-12-15T20:21:06.316369] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-15T20:21:06.316488] [INFO ] [sig       ] EGAN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:06.456212] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EGAN.txt
[2025-12-15T20:21:06.456338] [INFO ] [sig       ] [1058/3591] Completed EGAN in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-15T20:21:06.456379] [INFO ] [sig       ] [1059/3591] Forecasting EGBN...
[2025-12-15T20:21:06.456408] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-15T20:21:06.456437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-15T20:21:06.467602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-15T20:21:06.467958] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-15T20:21:06.468744] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-15T20:21:06.468794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:06.468825] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:06.468851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:06.468911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:06.524887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:06.525619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:06.525701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:06.525732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:06.640992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:06.641117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:06.641156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:06.641184] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:06.644861] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-15T20:21:06.645128] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-15T20:21:06.645248] [INFO ] [sig       ] EGBN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:06.781891] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EGBN.txt
[2025-12-15T20:21:06.782019] [INFO ] [sig       ] [1059/3591] Completed EGBN in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-15T20:21:06.782060] [INFO ] [sig       ] [1060/3591] Forecasting EGP...
[2025-12-15T20:21:06.782089] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-15T20:21:06.782119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-15T20:21:06.792878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-15T20:21:06.793191] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-15T20:21:06.793957] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-15T20:21:06.794008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:06.794039] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:06.794065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:06.794121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:06.848624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:06.849501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:06.849603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:06.849639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:06.967083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:06.967237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:06.967276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:06.967304] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:06.970774] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-15T20:21:06.971085] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-15T20:21:06.971214] [INFO ] [sig       ] EGP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:07.113190] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EGP.txt
[2025-12-15T20:21:07.113350] [INFO ] [sig       ] [1060/3591] Completed EGP in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-15T20:21:07.113388] [INFO ] [sig       ] [1061/3591] Forecasting EGY...
[2025-12-15T20:21:07.113419] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-15T20:21:07.113448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-15T20:21:07.124497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-15T20:21:07.124859] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-15T20:21:07.125637] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-15T20:21:07.125688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:07.125719] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:07.125744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:07.125800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:07.181108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:07.181743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:07.181826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:07.181858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:07.299604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:07.299756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:07.299799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:07.299829] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:07.303337] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=16.66%)
[2025-12-15T20:21:07.303635] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-15T20:21:07.303766] [INFO ] [sig       ] EGY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:07.443395] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EGY.txt
[2025-12-15T20:21:07.443526] [INFO ] [sig       ] [1061/3591] Completed EGY in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-15T20:21:07.443592] [INFO ] [sig       ] [1062/3591] Forecasting EH...
[2025-12-15T20:21:07.443625] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-15T20:21:07.443656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-15T20:21:07.454761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-15T20:21:07.455107] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-15T20:21:07.455909] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-15T20:21:07.455961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:07.455994] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:07.456020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:07.456078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:07.513109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:07.513775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:07.513856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:07.513890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:07.632704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:07.632848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:07.632888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:07.632917] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:07.636150] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=36.55%)
[2025-12-15T20:21:07.636420] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-15T20:21:07.636538] [INFO ] [sig       ] EH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:07.784835] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EH.txt
[2025-12-15T20:21:07.784991] [INFO ] [sig       ] [1062/3591] Completed EH in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-15T20:21:07.785031] [INFO ] [sig       ] [1063/3591] Forecasting EHAB...
[2025-12-15T20:21:07.785061] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-15T20:21:07.785090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-15T20:21:07.796106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-15T20:21:07.796420] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-15T20:21:07.797234] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-15T20:21:07.797286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:07.797318] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:07.797345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:07.797401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:07.853010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:07.853769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:07.853849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:07.853882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:07.973902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:07.974047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:07.974086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:07.974114] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:07.977405] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-15T20:21:07.977707] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-15T20:21:07.977848] [INFO ] [sig       ] EHAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:08.113429] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EHAB.txt
[2025-12-15T20:21:08.113551] [INFO ] [sig       ] [1063/3591] Completed EHAB in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-15T20:21:08.113608] [INFO ] [sig       ] [1064/3591] Forecasting EHC...
[2025-12-15T20:21:08.113638] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-15T20:21:08.113667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-15T20:21:08.125293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-15T20:21:08.125652] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-15T20:21:08.126423] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-15T20:21:08.126476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:08.126508] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:08.126536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:08.126610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:08.184835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:08.185541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:08.185639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:08.185674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:08.303808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:08.303931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:08.303969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:08.303997] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:08.307194] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-12-15T20:21:08.307457] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-15T20:21:08.307594] [INFO ] [sig       ] EHC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:08.445165] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EHC.txt
[2025-12-15T20:21:08.445290] [INFO ] [sig       ] [1064/3591] Completed EHC in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-15T20:21:08.445331] [INFO ] [sig       ] [1065/3591] Forecasting EHI...
[2025-12-15T20:21:08.445360] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-15T20:21:08.445389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-15T20:21:08.455617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-15T20:21:08.455933] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-15T20:21:08.456703] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-15T20:21:08.456754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:08.456785] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:08.456815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:08.456883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:08.516294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:08.516955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:08.517040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:08.517072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:08.632077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:08.632214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:08.632281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:08.632312] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:08.635538] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=61.65%)
[2025-12-15T20:21:08.635822] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-15T20:21:08.635946] [INFO ] [sig       ] EHI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:08.773278] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EHI.txt
[2025-12-15T20:21:08.773393] [INFO ] [sig       ] [1065/3591] Completed EHI in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-15T20:21:08.773432] [INFO ] [sig       ] [1066/3591] Forecasting EHTH...
[2025-12-15T20:21:08.773462] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-15T20:21:08.773491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-15T20:21:08.784325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-15T20:21:08.784686] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-15T20:21:08.785508] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-15T20:21:08.785560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:08.785628] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:08.785658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:08.785719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:08.841263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:08.841854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:08.841931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:08.841964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:08.957829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:08.957954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:08.957990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:08.958019] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:08.961244] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-12-15T20:21:08.961506] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-15T20:21:08.961643] [INFO ] [sig       ] EHTH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:09.097734] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EHTH.txt
[2025-12-15T20:21:09.097859] [INFO ] [sig       ] [1066/3591] Completed EHTH in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-15T20:21:09.097906] [INFO ] [sig       ] [1067/3591] Forecasting EIC...
[2025-12-15T20:21:09.097942] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-15T20:21:09.097976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-15T20:21:09.109047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-15T20:21:09.109374] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-15T20:21:09.110205] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-15T20:21:09.110257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:09.110288] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:09.110316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:09.110373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:09.166850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:09.167442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:09.167561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:09.167624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:09.285062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:09.285188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:09.285228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:09.285258] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:09.288595] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-15T20:21:09.288869] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-15T20:21:09.289024] [INFO ] [sig       ] EIC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:09.426265] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EIC.txt
[2025-12-15T20:21:09.426379] [INFO ] [sig       ] [1067/3591] Completed EIC in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-15T20:21:09.426417] [INFO ] [sig       ] [1068/3591] Forecasting EIG...
[2025-12-15T20:21:09.426447] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-15T20:21:09.426477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-15T20:21:09.437150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-15T20:21:09.437474] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-15T20:21:09.438269] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-15T20:21:09.438321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:09.438354] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:09.438382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:09.438439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:09.494872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:09.495495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:09.495588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:09.495624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:09.610165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:09.610288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:09.610325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:09.610353] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:09.613544] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2025-12-15T20:21:09.613829] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-15T20:21:09.613954] [INFO ] [sig       ] EIG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:09.753413] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EIG.txt
[2025-12-15T20:21:09.753540] [INFO ] [sig       ] [1068/3591] Completed EIG in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-15T20:21:09.753603] [INFO ] [sig       ] [1069/3591] Forecasting EIX...
[2025-12-15T20:21:09.753634] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-15T20:21:09.753664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-15T20:21:09.764277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-15T20:21:09.764628] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-15T20:21:09.765439] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-15T20:21:09.765491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:09.765532] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:09.765560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:09.765644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:09.824718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:09.825504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:09.825603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:09.825639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:09.945093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:09.945239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:09.945280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:09.945309] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:09.948747] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-15T20:21:09.949071] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-15T20:21:09.949202] [INFO ] [sig       ] EIX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:10.092444] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EIX.txt
[2025-12-15T20:21:10.092593] [INFO ] [sig       ] [1069/3591] Completed EIX in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-15T20:21:10.092639] [INFO ] [sig       ] [1070/3591] Forecasting EL...
[2025-12-15T20:21:10.092669] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-15T20:21:10.092700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-15T20:21:10.103239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-15T20:21:10.103645] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-15T20:21:10.104426] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-15T20:21:10.104477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:10.104508] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:10.104534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:10.104606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:10.159787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:10.160380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:10.160454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:10.160486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:10.283791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:10.283941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:10.283981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:10.284015] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:10.287563] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-12-15T20:21:10.287849] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-15T20:21:10.287971] [INFO ] [sig       ] EL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:10.427081] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EL.txt
[2025-12-15T20:21:10.427287] [INFO ] [sig       ] [1070/3591] Completed EL in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-15T20:21:10.427347] [INFO ] [sig       ] [1071/3591] Forecasting ELAB...
[2025-12-15T20:21:10.427391] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-15T20:21:10.427432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-15T20:21:10.438256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-15T20:21:10.438642] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-15T20:21:10.439455] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-15T20:21:10.439507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:10.439539] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:10.439566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:10.439651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:10.496186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:10.496922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:10.497014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:10.497048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:10.615355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:10.615507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:10.615544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:10.615589] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:10.618847] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-15T20:21:10.619164] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-15T20:21:10.619287] [INFO ] [sig       ] ELAB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:10.759164] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ELAB.txt
[2025-12-15T20:21:10.759335] [INFO ] [sig       ] [1071/3591] Completed ELAB in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-15T20:21:10.759379] [INFO ] [sig       ] [1072/3591] Forecasting ELAN...
[2025-12-15T20:21:10.759408] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-15T20:21:10.759438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-15T20:21:10.770803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-15T20:21:10.771200] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-15T20:21:10.772037] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-15T20:21:10.772088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:10.772119] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:10.772145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:10.772201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:10.828078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:10.828704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:10.828782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:10.828813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:10.951468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:10.951625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:10.951665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:10.951694] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:10.955100] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-15T20:21:10.955366] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-15T20:21:10.955486] [INFO ] [sig       ] ELAN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:11.092724] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ELAN.txt
[2025-12-15T20:21:11.092856] [INFO ] [sig       ] [1072/3591] Completed ELAN in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-15T20:21:11.092897] [INFO ] [sig       ] [1073/3591] Forecasting ELC...
[2025-12-15T20:21:11.092927] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-15T20:21:11.092963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-15T20:21:11.103792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-15T20:21:11.104147] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-15T20:21:11.104960] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-15T20:21:11.105013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:11.105047] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:11.105074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:11.105130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:11.159689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:11.160282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:11.160358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:11.160390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:11.272061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:11.272206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:11.272244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:11.272273] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:11.275526] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=70.94%)
[2025-12-15T20:21:11.275806] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-15T20:21:11.275926] [INFO ] [sig       ] ELC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:11.413900] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ELC.txt
[2025-12-15T20:21:11.414019] [INFO ] [sig       ] [1073/3591] Completed ELC in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-15T20:21:11.414059] [INFO ] [sig       ] [1074/3591] Forecasting ELDN...
[2025-12-15T20:21:11.414087] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-15T20:21:11.414116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-15T20:21:11.425160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-15T20:21:11.425495] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-15T20:21:11.426286] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-15T20:21:11.426339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:11.426399] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:11.426428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:11.426487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:11.482890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:11.483491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:11.483566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:11.483617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:11.600413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:11.600536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:11.600590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:11.600622] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:11.603850] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-15T20:21:11.604113] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-15T20:21:11.604232] [INFO ] [sig       ] ELDN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:11.741838] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ELDN.txt
[2025-12-15T20:21:11.741978] [INFO ] [sig       ] [1074/3591] Completed ELDN in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-15T20:21:11.742019] [INFO ] [sig       ] [1075/3591] Forecasting ELF...
[2025-12-15T20:21:11.742048] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-15T20:21:11.742078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-15T20:21:11.753175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-15T20:21:11.753495] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-15T20:21:11.754273] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-15T20:21:11.754326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:11.754358] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:11.754386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:11.754443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:11.810110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:11.810713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:11.810789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:11.810821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:11.926166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:11.926275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:11.926313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:11.926344] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:11.929613] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-12-15T20:21:11.929883] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-15T20:21:11.930007] [INFO ] [sig       ] ELF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:12.066901] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ELF.txt
[2025-12-15T20:21:12.067020] [INFO ] [sig       ] [1075/3591] Completed ELF in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-15T20:21:12.067060] [INFO ] [sig       ] [1076/3591] Forecasting ELME...
[2025-12-15T20:21:12.067091] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-15T20:21:12.067120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-15T20:21:12.077989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-15T20:21:12.078331] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-15T20:21:12.079181] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-15T20:21:12.079235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:12.079269] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:12.079296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:12.079352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:12.136713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:12.137343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:12.137424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:12.137458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:12.254543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:12.254716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:12.254756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:12.254785] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:12.258016] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-12-15T20:21:12.258276] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-15T20:21:12.258397] [INFO ] [sig       ] ELME: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:12.394263] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ELME.txt
[2025-12-15T20:21:12.394386] [INFO ] [sig       ] [1076/3591] Completed ELME in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-15T20:21:12.394426] [INFO ] [sig       ] [1077/3591] Forecasting ELP...
[2025-12-15T20:21:12.394455] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-15T20:21:12.394487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-15T20:21:12.405016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-15T20:21:12.405387] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-15T20:21:12.406202] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-15T20:21:12.406256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:12.406289] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:12.406316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:12.406373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:12.462845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:12.463444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:12.463524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:12.463557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:12.582294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:12.582423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:12.582463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:12.582524] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:12.586986] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2025-12-15T20:21:12.587278] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-15T20:21:12.587407] [INFO ] [sig       ] ELP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:12.725899] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ELP.txt
[2025-12-15T20:21:12.726023] [INFO ] [sig       ] [1077/3591] Completed ELP in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-15T20:21:12.726060] [INFO ] [sig       ] [1078/3591] Forecasting ELS...
[2025-12-15T20:21:12.726090] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-15T20:21:12.726123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-15T20:21:12.736479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-15T20:21:12.736800] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-15T20:21:12.737548] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-15T20:21:12.737623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:12.737655] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:12.737684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:12.737739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:12.792966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:12.793544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:12.793641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:12.793675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:12.906994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:12.907099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:12.907137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:12.907165] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:12.910317] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=82.15%)
[2025-12-15T20:21:12.910594] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-15T20:21:12.910717] [INFO ] [sig       ] ELS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:13.047361] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ELS.txt
[2025-12-15T20:21:13.047478] [INFO ] [sig       ] [1078/3591] Completed ELS in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-15T20:21:13.047518] [INFO ] [sig       ] [1079/3591] Forecasting ELTX...
[2025-12-15T20:21:13.047548] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-15T20:21:13.047605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-15T20:21:13.058005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-15T20:21:13.058347] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-15T20:21:13.059165] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-15T20:21:13.059217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:13.059249] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:13.059275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:13.059332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:13.117376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:13.117984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:13.118062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:13.118094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:13.234629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:13.234765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:13.234806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:13.234837] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:13.238219] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=78.56%)
[2025-12-15T20:21:13.238489] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-15T20:21:13.238631] [INFO ] [sig       ] ELTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:13.377861] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ELTX.txt
[2025-12-15T20:21:13.377987] [INFO ] [sig       ] [1079/3591] Completed ELTX in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-15T20:21:13.378029] [INFO ] [sig       ] [1080/3591] Forecasting ELVA...
[2025-12-15T20:21:13.378060] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-15T20:21:13.378091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-15T20:21:13.388653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-15T20:21:13.389017] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-15T20:21:13.389845] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-15T20:21:13.389900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:13.389938] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:13.389972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:13.390056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:13.447767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:13.448417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:13.448499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:13.448533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:13.566609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:13.566737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:13.566775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:13.566807] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:13.570193] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2025-12-15T20:21:13.570459] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-15T20:21:13.570605] [INFO ] [sig       ] ELVA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:13.714172] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ELVA.txt
[2025-12-15T20:21:13.714323] [INFO ] [sig       ] [1080/3591] Completed ELVA in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-15T20:21:13.714364] [INFO ] [sig       ] [1081/3591] Forecasting ELVN...
[2025-12-15T20:21:13.714392] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-15T20:21:13.714420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-15T20:21:13.725508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-15T20:21:13.725885] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-15T20:21:13.726693] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-15T20:21:13.726745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:13.726777] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:13.726803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:13.726859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:13.783535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:13.784360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:13.784442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:13.784474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:13.900073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:13.900223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:13.900267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:13.900295] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:13.903590] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-15T20:21:13.903865] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-15T20:21:13.903992] [INFO ] [sig       ] ELVN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:14.043157] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ELVN.txt
[2025-12-15T20:21:14.043339] [INFO ] [sig       ] [1081/3591] Completed ELVN in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-15T20:21:14.043386] [INFO ] [sig       ] [1082/3591] Forecasting ELWS...
[2025-12-15T20:21:14.043418] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-15T20:21:14.043448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-15T20:21:14.054217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-15T20:21:14.054650] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-15T20:21:14.055521] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-15T20:21:14.055611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:14.055646] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:14.055673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:14.055731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:14.113166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:14.114040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:14.114119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:14.114152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:14.230763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:14.230881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:14.230919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:14.230954] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:14.234400] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2025-12-15T20:21:14.234681] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-15T20:21:14.234801] [INFO ] [sig       ] ELWS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:14.374246] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ELWS.txt
[2025-12-15T20:21:14.374402] [INFO ] [sig       ] [1082/3591] Completed ELWS in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-15T20:21:14.374445] [INFO ] [sig       ] [1083/3591] Forecasting EM...
[2025-12-15T20:21:14.374474] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-15T20:21:14.374504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-15T20:21:14.388382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-15T20:21:14.388797] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-15T20:21:14.389619] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-15T20:21:14.389670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:14.389701] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:14.389727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:14.389783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:14.445728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:14.446551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:14.446652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:14.446685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:14.563377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:14.563528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:14.563587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:14.563620] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:14.567059] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-12-15T20:21:14.567373] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-15T20:21:14.567522] [INFO ] [sig       ] EM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:14.709309] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EM.txt
[2025-12-15T20:21:14.709470] [INFO ] [sig       ] [1083/3591] Completed EM in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-15T20:21:14.709512] [INFO ] [sig       ] [1084/3591] Forecasting EMB...
[2025-12-15T20:21:14.709541] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-15T20:21:14.709587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-15T20:21:14.720861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-15T20:21:14.721246] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-15T20:21:14.722020] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-15T20:21:14.722071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:14.722101] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:14.722128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:14.722184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:14.779828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:14.780698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:14.780808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:14.780845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:14.904754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:14.904911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:14.904955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:14.904990] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:14.908343] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=51.57%)
[2025-12-15T20:21:14.908673] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-15T20:21:14.908803] [INFO ] [sig       ] EMB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:15.052057] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EMB.txt
[2025-12-15T20:21:15.052254] [INFO ] [sig       ] [1084/3591] Completed EMB in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-15T20:21:15.052310] [INFO ] [sig       ] [1085/3591] Forecasting EMBC...
[2025-12-15T20:21:15.052354] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-15T20:21:15.052397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-15T20:21:15.064160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-15T20:21:15.064483] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-15T20:21:15.065283] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-15T20:21:15.065333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:15.065364] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:15.065390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:15.065445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:15.121545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:15.122234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:15.122313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:15.122346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:15.243556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:15.243725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:15.243768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:15.243796] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:15.247090] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-15T20:21:15.247371] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-15T20:21:15.247494] [INFO ] [sig       ] EMBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:15.387458] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EMBC.txt
[2025-12-15T20:21:15.387631] [INFO ] [sig       ] [1085/3591] Completed EMBC in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-15T20:21:15.387680] [INFO ] [sig       ] [1086/3591] Forecasting EMD...
[2025-12-15T20:21:15.387712] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-15T20:21:15.387742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-15T20:21:15.398958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-15T20:21:15.399324] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-15T20:21:15.400148] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-15T20:21:15.400198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:15.400230] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:15.400256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:15.400313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:15.456923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:15.457768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:15.457847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:15.457880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:15.579805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:15.579961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:15.580008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:15.580045] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:15.583512] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-15T20:21:15.583811] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-15T20:21:15.583938] [INFO ] [sig       ] EMD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:15.728797] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EMD.txt
[2025-12-15T20:21:15.728975] [INFO ] [sig       ] [1086/3591] Completed EMD in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-15T20:21:15.729020] [INFO ] [sig       ] [1087/3591] Forecasting EMF...
[2025-12-15T20:21:15.729049] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-15T20:21:15.729079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-15T20:21:15.740738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-15T20:21:15.741122] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-15T20:21:15.741890] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-15T20:21:15.741940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:15.741972] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:15.741998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:15.742058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:15.799306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:15.800222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:15.800306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:15.800339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:15.916390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:15.916549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:15.916607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:15.916640] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:15.920185] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=71.92%)
[2025-12-15T20:21:15.920534] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-15T20:21:15.920691] [INFO ] [sig       ] EMF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:16.063017] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EMF.txt
[2025-12-15T20:21:16.063176] [INFO ] [sig       ] [1087/3591] Completed EMF in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-15T20:21:16.063216] [INFO ] [sig       ] [1088/3591] Forecasting EML...
[2025-12-15T20:21:16.063247] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-15T20:21:16.063277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-15T20:21:16.073472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-15T20:21:16.073809] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-15T20:21:16.074552] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-15T20:21:16.074622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:16.074655] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:16.074681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:16.074738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:16.130860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:16.131513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:16.131607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:16.131641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:16.234938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:16.235082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:16.235121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:16.235150] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:16.238464] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: DOWN (p=46.44%)
[2025-12-15T20:21:16.238751] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-15T20:21:16.238877] [INFO ] [sig       ] EML: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:16.378417] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EML.txt
[2025-12-15T20:21:16.378547] [INFO ] [sig       ] [1088/3591] Completed EML in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:16.378604] [INFO ] [sig       ] [1089/3591] Forecasting EMN...
[2025-12-15T20:21:16.378637] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-15T20:21:16.378666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-15T20:21:16.389722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-15T20:21:16.390058] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-15T20:21:16.390844] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-15T20:21:16.390898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:16.390928] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:16.390956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:16.391038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:16.449814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:16.450687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:16.450770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:16.450804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:16.575031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:16.575188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:16.575429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:16.575458] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:16.579090] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-15T20:21:16.579365] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-15T20:21:16.579491] [INFO ] [sig       ] EMN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:16.717362] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EMN.txt
[2025-12-15T20:21:16.717506] [INFO ] [sig       ] [1089/3591] Completed EMN in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:16.717545] [INFO ] [sig       ] [1090/3591] Forecasting EMO...
[2025-12-15T20:21:16.717592] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-15T20:21:16.717625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-15T20:21:16.728763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-15T20:21:16.729142] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-15T20:21:16.729943] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-15T20:21:16.730001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:16.730061] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:16.730105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:16.730175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:16.786687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:16.787484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:16.787565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:16.787625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:16.899429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:16.899601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:16.899645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:16.899675] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:16.903083] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=61.67%)
[2025-12-15T20:21:16.903369] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-15T20:21:16.903499] [INFO ] [sig       ] EMO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:17.053176] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EMO.txt
[2025-12-15T20:21:17.053329] [INFO ] [sig       ] [1090/3591] Completed EMO in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:17.053370] [INFO ] [sig       ] [1091/3591] Forecasting EMXC...
[2025-12-15T20:21:17.053400] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-15T20:21:17.053432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-15T20:21:17.064901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-15T20:21:17.065288] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-15T20:21:17.066200] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-15T20:21:17.066253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:17.066313] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:17.066342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:17.066400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:17.125077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:17.125893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:17.125975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:17.126009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:17.252657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:17.252812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:17.252852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:17.252881] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:17.256222] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-12-15T20:21:17.256509] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-15T20:21:17.256655] [INFO ] [sig       ] EMXC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:17.399120] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EMXC.txt
[2025-12-15T20:21:17.399277] [INFO ] [sig       ] [1091/3591] Completed EMXC in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:17.399318] [INFO ] [sig       ] [1092/3591] Forecasting ENB...
[2025-12-15T20:21:17.399350] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-15T20:21:17.399381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-15T20:21:17.410684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-15T20:21:17.411070] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-15T20:21:17.411850] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-15T20:21:17.411901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:17.411932] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:17.411958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:17.412013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:17.466936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:17.467771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:17.467851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:17.467883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:17.594411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:17.594564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:17.594624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:17.594654] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:17.598704] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=67.89%)
[2025-12-15T20:21:17.599012] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-15T20:21:17.599139] [INFO ] [sig       ] ENB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:17.745683] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ENB.txt
[2025-12-15T20:21:17.745866] [INFO ] [sig       ] [1092/3591] Completed ENB in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:17.745922] [INFO ] [sig       ] [1093/3591] Forecasting ENGN...
[2025-12-15T20:21:17.745954] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-15T20:21:17.745984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-15T20:21:17.757272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-15T20:21:17.757640] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-15T20:21:17.758405] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-15T20:21:17.758458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:17.758505] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:17.758533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:17.758610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:17.817613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:17.818470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:17.818554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:17.818606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:17.944990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:17.945159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:17.945202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:17.945231] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:17.948549] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-15T20:21:17.948837] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-15T20:21:17.948980] [INFO ] [sig       ] ENGN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:18.092560] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ENGN.txt
[2025-12-15T20:21:18.092711] [INFO ] [sig       ] [1093/3591] Completed ENGN in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:18.092749] [INFO ] [sig       ] [1094/3591] Forecasting ENIC...
[2025-12-15T20:21:18.092779] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-15T20:21:18.092809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-15T20:21:18.103849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-15T20:21:18.104196] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-15T20:21:18.105016] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-15T20:21:18.105067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:18.105098] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:18.105124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:18.105181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:18.163426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:18.164190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:18.164274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:18.164307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:18.286506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:18.286670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:18.286711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:18.286771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:18.290444] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-12-15T20:21:18.290733] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-15T20:21:18.290858] [INFO ] [sig       ] ENIC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:18.427864] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ENIC.txt
[2025-12-15T20:21:18.427999] [INFO ] [sig       ] [1094/3591] Completed ENIC in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:18.428040] [INFO ] [sig       ] [1095/3591] Forecasting ENPH...
[2025-12-15T20:21:18.428070] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-15T20:21:18.428100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-15T20:21:18.439331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-15T20:21:18.439692] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-15T20:21:18.440464] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-15T20:21:18.440515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:18.440546] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:18.440597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:18.440658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:18.495742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:18.496404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:18.496485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:18.496516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:18.610411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:18.610584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:18.610626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:18.610654] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:18.614019] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-15T20:21:18.614347] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-15T20:21:18.614484] [INFO ] [sig       ] ENPH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:18.754832] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ENPH.txt
[2025-12-15T20:21:18.754966] [INFO ] [sig       ] [1095/3591] Completed ENPH in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:18.755004] [INFO ] [sig       ] [1096/3591] Forecasting ENS...
[2025-12-15T20:21:18.755033] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-15T20:21:18.755062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-15T20:21:18.766062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-15T20:21:18.766375] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-15T20:21:18.767152] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-15T20:21:18.767213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:18.767249] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:18.767275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:18.767331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:18.822232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:18.822957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:18.823036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:18.823067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:18.936145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:18.936292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:18.936330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:18.936360] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:18.939649] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-12-15T20:21:18.939912] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-15T20:21:18.940041] [INFO ] [sig       ] ENS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:19.076294] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ENS.txt
[2025-12-15T20:21:19.076431] [INFO ] [sig       ] [1096/3591] Completed ENS in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:19.076472] [INFO ] [sig       ] [1097/3591] Forecasting ENSC...
[2025-12-15T20:21:19.076508] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-15T20:21:19.076539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-15T20:21:19.088050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-15T20:21:19.088441] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-15T20:21:19.089306] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-15T20:21:19.089360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:19.089392] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:19.089418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:19.089474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:19.145291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:19.146062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:19.146148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:19.146181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:19.271654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:19.271812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:19.271852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:19.271881] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:19.275206] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-15T20:21:19.275518] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-15T20:21:19.275667] [INFO ] [sig       ] ENSC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:19.416213] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ENSC.txt
[2025-12-15T20:21:19.416372] [INFO ] [sig       ] [1097/3591] Completed ENSC in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:19.416413] [INFO ] [sig       ] [1098/3591] Forecasting ENSG...
[2025-12-15T20:21:19.416444] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-15T20:21:19.416473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-15T20:21:19.427489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-15T20:21:19.427866] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-15T20:21:19.428636] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-15T20:21:19.428687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:19.428718] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:19.428745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:19.428800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:19.483765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:19.484634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:19.484716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:19.484748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:19.613138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:19.613295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:19.613334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:19.613362] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:19.616718] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2025-12-15T20:21:19.617008] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-15T20:21:19.617137] [INFO ] [sig       ] ENSG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:19.758373] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ENSG.txt
[2025-12-15T20:21:19.758533] [INFO ] [sig       ] [1098/3591] Completed ENSG in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-15T20:21:19.758594] [INFO ] [sig       ] [1099/3591] Forecasting ENTA...
[2025-12-15T20:21:19.758627] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-15T20:21:19.758658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-15T20:21:19.770907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-15T20:21:19.771305] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-15T20:21:19.772188] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-15T20:21:19.772241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:19.772273] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:19.772302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:19.772371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:19.830939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:19.831820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:19.831903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:19.831935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:19.957981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:19.958133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:19.958172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:19.958203] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:19.961550] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-15T20:21:19.961839] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-15T20:21:19.961964] [INFO ] [sig       ] ENTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:20.111380] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ENTA.txt
[2025-12-15T20:21:20.111544] [INFO ] [sig       ] [1099/3591] Completed ENTA in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-15T20:21:20.111617] [INFO ] [sig       ] [1100/3591] Forecasting ENTG...
[2025-12-15T20:21:20.111650] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-15T20:21:20.111682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-15T20:21:20.123443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-15T20:21:20.123854] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-15T20:21:20.124831] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-15T20:21:20.124881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:20.124912] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:20.124938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:20.124993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:20.182879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:20.183627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:20.183708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:20.183740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:20.303809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:20.303960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:20.303999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:20.304044] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:20.307313] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-12-15T20:21:20.307591] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-15T20:21:20.307710] [INFO ] [sig       ] ENTG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:20.443539] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ENTG.txt
[2025-12-15T20:21:20.443697] [INFO ] [sig       ] [1100/3591] Completed ENTG in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-15T20:21:20.443735] [INFO ] [sig       ] [1101/3591] Forecasting ENTX...
[2025-12-15T20:21:20.443765] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-15T20:21:20.443794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-15T20:21:20.454012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-15T20:21:20.454339] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-15T20:21:20.455104] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-15T20:21:20.455154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:20.455186] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:20.455213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:20.455269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:20.511497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:20.512355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:20.512490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:20.512537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:20.627125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:20.627277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:20.627316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:20.627345] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:20.630691] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=65.10%)
[2025-12-15T20:21:20.630959] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-15T20:21:20.631086] [INFO ] [sig       ] ENTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:20.768377] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ENTX.txt
[2025-12-15T20:21:20.768511] [INFO ] [sig       ] [1101/3591] Completed ENTX in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-15T20:21:20.768550] [INFO ] [sig       ] [1102/3591] Forecasting ENVA...
[2025-12-15T20:21:20.768597] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-15T20:21:20.768628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-15T20:21:20.779443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-15T20:21:20.779806] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-15T20:21:20.780620] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-15T20:21:20.780670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:20.780701] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:20.780728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:20.780785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:20.836618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:20.837361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:20.837440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:20.837488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:20.956512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:20.956679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:20.956719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:20.956748] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:20.960037] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-12-15T20:21:20.960299] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-15T20:21:20.960420] [INFO ] [sig       ] ENVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:21.096014] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ENVA.txt
[2025-12-15T20:21:21.096151] [INFO ] [sig       ] [1102/3591] Completed ENVA in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-15T20:21:21.096191] [INFO ] [sig       ] [1103/3591] Forecasting ENVB...
[2025-12-15T20:21:21.096222] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-15T20:21:21.096252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-15T20:21:21.106411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-15T20:21:21.106758] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-15T20:21:21.107494] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-15T20:21:21.107545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:21.107603] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:21.107633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:21.107689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:21.162560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:21.163275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:21.163354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:21.163386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:21.277832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:21.277993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:21.278032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:21.278059] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:21.281378] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-15T20:21:21.281667] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-15T20:21:21.281788] [INFO ] [sig       ] ENVB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:21.422253] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ENVB.txt
[2025-12-15T20:21:21.422409] [INFO ] [sig       ] [1103/3591] Completed ENVB in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-15T20:21:21.422449] [INFO ] [sig       ] [1104/3591] Forecasting ENVX...
[2025-12-15T20:21:21.422480] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-15T20:21:21.422509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-15T20:21:21.433757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-15T20:21:21.434130] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-15T20:21:21.434923] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-15T20:21:21.434974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:21.435004] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:21.435070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:21.435131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:21.490308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:21.491178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:21.491258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:21.491291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:21.613936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:21.614099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:21.614147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:21.614185] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:21.617496] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=25.44%)
[2025-12-15T20:21:21.617817] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-15T20:21:21.617938] [INFO ] [sig       ] ENVX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:21.758179] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ENVX.txt
[2025-12-15T20:21:21.758355] [INFO ] [sig       ] [1104/3591] Completed ENVX in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-15T20:21:21.758397] [INFO ] [sig       ] [1105/3591] Forecasting EOD...
[2025-12-15T20:21:21.758428] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-15T20:21:21.758458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-15T20:21:21.769822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-15T20:21:21.770205] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-15T20:21:21.771047] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-15T20:21:21.771106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:21.771145] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:21.771179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:21.771248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:21.843354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:21.844694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:21.844793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:21.844828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:21.970791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:21.970942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:21.970984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:21.971013] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:21.974568] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=57.82%)
[2025-12-15T20:21:21.974861] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-15T20:21:21.974984] [INFO ] [sig       ] EOD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:22.112931] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EOD.txt
[2025-12-15T20:21:22.113064] [INFO ] [sig       ] [1105/3591] Completed EOD in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:22.113102] [INFO ] [sig       ] [1106/3591] Forecasting EOG...
[2025-12-15T20:21:22.113132] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-15T20:21:22.113163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-15T20:21:22.124238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-15T20:21:22.124530] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-15T20:21:22.125304] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-15T20:21:22.125354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:22.125384] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:22.125410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:22.125465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:22.180602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:22.181207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:22.181281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:22.181313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:22.295716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:22.295843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:22.295880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:22.295908] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:22.299089] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-15T20:21:22.299357] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-15T20:21:22.299475] [INFO ] [sig       ] EOG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:22.435216] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EOG.txt
[2025-12-15T20:21:22.435349] [INFO ] [sig       ] [1106/3591] Completed EOG in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:22.435388] [INFO ] [sig       ] [1107/3591] Forecasting EOI...
[2025-12-15T20:21:22.435418] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-15T20:21:22.435446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-15T20:21:22.446226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-15T20:21:22.446539] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-15T20:21:22.447294] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-15T20:21:22.447349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:22.447383] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:22.447408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:22.447463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:22.502762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:22.503550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:22.503647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:22.503679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:22.627402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:22.627548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:22.627626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:22.627676] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:22.631452] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-15T20:21:22.631754] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-15T20:21:22.631880] [INFO ] [sig       ] EOI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:22.777566] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EOI.txt
[2025-12-15T20:21:22.777732] [INFO ] [sig       ] [1107/3591] Completed EOI in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:22.777779] [INFO ] [sig       ] [1108/3591] Forecasting EOLS...
[2025-12-15T20:21:22.777819] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-15T20:21:22.777869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-15T20:21:22.788743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-15T20:21:22.789091] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-15T20:21:22.789903] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-15T20:21:22.789954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:22.790011] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:22.790039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:22.790097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:22.847829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:22.848617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:22.848696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:22.848730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:22.969709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:22.969873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:22.969937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:22.969985] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:22.973800] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=16.89%)
[2025-12-15T20:21:22.974140] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-15T20:21:22.974313] [INFO ] [sig       ] EOLS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:23.117209] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EOLS.txt
[2025-12-15T20:21:23.117338] [INFO ] [sig       ] [1108/3591] Completed EOLS in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:23.117377] [INFO ] [sig       ] [1109/3591] Forecasting EOS...
[2025-12-15T20:21:23.117408] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-15T20:21:23.117438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-15T20:21:23.128139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-15T20:21:23.128446] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-15T20:21:23.129234] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-15T20:21:23.129285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:23.129316] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:23.129342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:23.129397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:23.185031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:23.185710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:23.185800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:23.185837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:23.305373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:23.305523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:23.305564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:23.305614] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:23.308953] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-12-15T20:21:23.309233] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-15T20:21:23.309357] [INFO ] [sig       ] EOS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:23.449181] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EOS.txt
[2025-12-15T20:21:23.449314] [INFO ] [sig       ] [1109/3591] Completed EOS in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:23.449359] [INFO ] [sig       ] [1110/3591] Forecasting EOSE...
[2025-12-15T20:21:23.449389] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-15T20:21:23.449421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-15T20:21:23.459856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-15T20:21:23.460193] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-15T20:21:23.460976] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-15T20:21:23.461027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:23.461058] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:23.461085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:23.461145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:23.516675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:23.517299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:23.517375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:23.517407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:23.639667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:23.639817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:23.639855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:23.639884] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:23.643349] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-12-15T20:21:23.643642] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-15T20:21:23.643772] [INFO ] [sig       ] EOSE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:23.784672] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EOSE.txt
[2025-12-15T20:21:23.784800] [INFO ] [sig       ] [1110/3591] Completed EOSE in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:23.784839] [INFO ] [sig       ] [1111/3591] Forecasting EPAC...
[2025-12-15T20:21:23.784868] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-15T20:21:23.784897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-15T20:21:23.795598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-15T20:21:23.795972] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-15T20:21:23.796759] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-15T20:21:23.796809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:23.796839] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:23.796864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:23.796918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:23.851399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:23.852153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:23.852234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:23.852267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:23.969009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:23.969174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:23.969213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:23.969273] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:23.972662] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-15T20:21:23.972937] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-15T20:21:23.973061] [INFO ] [sig       ] EPAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:24.115448] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EPAC.txt
[2025-12-15T20:21:24.115596] [INFO ] [sig       ] [1111/3591] Completed EPAC in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:24.115638] [INFO ] [sig       ] [1112/3591] Forecasting EPAM...
[2025-12-15T20:21:24.115668] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-15T20:21:24.115698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-15T20:21:24.126271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-15T20:21:24.126609] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-15T20:21:24.127351] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-15T20:21:24.127401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:24.127433] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:24.127460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:24.127515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:24.182695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:24.183328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:24.183407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:24.183440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:24.306645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:24.306784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:24.306823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:24.306850] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:24.310122] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-15T20:21:24.310388] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-15T20:21:24.310509] [INFO ] [sig       ] EPAM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:24.451073] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EPAM.txt
[2025-12-15T20:21:24.451206] [INFO ] [sig       ] [1112/3591] Completed EPAM in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:24.451246] [INFO ] [sig       ] [1113/3591] Forecasting EPC...
[2025-12-15T20:21:24.451275] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-15T20:21:24.451307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-15T20:21:24.462106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-15T20:21:24.462411] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-15T20:21:24.463175] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-15T20:21:24.463226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:24.463258] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:24.463284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:24.463341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:24.531554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:24.532408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:24.532493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:24.532527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:24.657910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:24.658066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:24.658107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:24.658136] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:24.661708] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=70.14%)
[2025-12-15T20:21:24.662091] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-15T20:21:24.662245] [INFO ] [sig       ] EPC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:24.807458] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EPC.txt
[2025-12-15T20:21:24.807617] [INFO ] [sig       ] [1113/3591] Completed EPC in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:24.807661] [INFO ] [sig       ] [1114/3591] Forecasting EPD...
[2025-12-15T20:21:24.807690] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-15T20:21:24.807722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-15T20:21:24.819157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-15T20:21:24.819506] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-15T20:21:24.820471] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-15T20:21:24.820522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:24.820553] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:24.820596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:24.820654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:24.878546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:24.879340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:24.879420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:24.879454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:25.001786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:25.001935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:25.001976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:25.002004] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:25.005380] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-12-15T20:21:25.005684] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-15T20:21:25.005812] [INFO ] [sig       ] EPD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:25.145424] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EPD.txt
[2025-12-15T20:21:25.145562] [INFO ] [sig       ] [1114/3591] Completed EPD in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:25.145619] [INFO ] [sig       ] [1115/3591] Forecasting EPSN...
[2025-12-15T20:21:25.145650] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-15T20:21:25.145680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-15T20:21:25.156187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-15T20:21:25.156546] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-15T20:21:25.157311] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-15T20:21:25.157363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:25.157395] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:25.157422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:25.157478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:25.213758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:25.214608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:25.214693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:25.214726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:25.337809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:25.337958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:25.337997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:25.338025] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:25.341358] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-15T20:21:25.341672] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-15T20:21:25.341801] [INFO ] [sig       ] EPSN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:25.481439] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EPSN.txt
[2025-12-15T20:21:25.481609] [INFO ] [sig       ] [1115/3591] Completed EPSN in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-15T20:21:25.481655] [INFO ] [sig       ] [1116/3591] Forecasting EQBK...
[2025-12-15T20:21:25.481685] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-15T20:21:25.481715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-15T20:21:25.493076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-15T20:21:25.493417] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-15T20:21:25.494179] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-15T20:21:25.494230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:25.494265] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:25.494291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:25.494346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:25.550317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:25.550980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:25.551058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:25.551091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:25.667454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:25.667604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:25.667643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:25.667671] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:25.670944] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-15T20:21:25.671208] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-15T20:21:25.671333] [INFO ] [sig       ] EQBK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:25.809061] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EQBK.txt
[2025-12-15T20:21:25.809184] [INFO ] [sig       ] [1116/3591] Completed EQBK in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-15T20:21:25.809223] [INFO ] [sig       ] [1117/3591] Forecasting EQH...
[2025-12-15T20:21:25.809252] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-15T20:21:25.809281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-15T20:21:25.824175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-15T20:21:25.824701] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-15T20:21:25.825532] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-15T20:21:25.825615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:25.825652] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:25.825680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:25.825743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:25.887397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:25.888550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:25.888691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:25.888739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:26.022211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:26.022364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:26.022403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:26.022432] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:26.025794] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-15T20:21:26.026062] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-15T20:21:26.026185] [INFO ] [sig       ] EQH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:26.163766] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EQH.txt
[2025-12-15T20:21:26.163891] [INFO ] [sig       ] [1117/3591] Completed EQH in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-15T20:21:26.163930] [INFO ] [sig       ] [1118/3591] Forecasting EQIX...
[2025-12-15T20:21:26.163959] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-15T20:21:26.163988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-15T20:21:26.175251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-15T20:21:26.175632] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-15T20:21:26.176414] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-15T20:21:26.176466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:26.176498] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:26.176524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:26.176597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:26.232199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:26.232947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:26.233078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:26.233111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:26.359402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:26.359566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:26.359626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:26.359655] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:26.363032] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-15T20:21:26.363299] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-15T20:21:26.363420] [INFO ] [sig       ] EQIX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:26.507300] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EQIX.txt
[2025-12-15T20:21:26.507450] [INFO ] [sig       ] [1118/3591] Completed EQIX in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-15T20:21:26.507493] [INFO ] [sig       ] [1119/3591] Forecasting ERAS...
[2025-12-15T20:21:26.507528] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-15T20:21:26.507586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-15T20:21:26.519156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-15T20:21:26.519559] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-15T20:21:26.520369] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-15T20:21:26.520422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:26.520455] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:26.520483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:26.520539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:26.580056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:26.580833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:26.580915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:26.580950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:26.701122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:26.701277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:26.701317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:26.701348] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:26.704639] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-15T20:21:26.704915] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-15T20:21:26.705037] [INFO ] [sig       ] ERAS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:26.846331] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ERAS.txt
[2025-12-15T20:21:26.846501] [INFO ] [sig       ] [1119/3591] Completed ERAS in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-15T20:21:26.846547] [INFO ] [sig       ] [1120/3591] Forecasting ERIC...
[2025-12-15T20:21:26.846598] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-15T20:21:26.846633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-15T20:21:26.857771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-15T20:21:26.858166] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-15T20:21:26.859082] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-15T20:21:26.859147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:26.859180] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:26.859208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:26.859266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:26.917507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:26.918342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:26.918427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:26.918461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:27.049768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:27.049947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:27.050003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:27.050048] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:27.053750] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=47.44%)
[2025-12-15T20:21:27.054038] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-15T20:21:27.054167] [INFO ] [sig       ] ERIC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:27.195171] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ERIC.txt
[2025-12-15T20:21:27.195316] [INFO ] [sig       ] [1120/3591] Completed ERIC in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-15T20:21:27.195364] [INFO ] [sig       ] [1121/3591] Forecasting ERIE...
[2025-12-15T20:21:27.195396] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-15T20:21:27.195426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-15T20:21:27.206406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-15T20:21:27.206800] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-15T20:21:27.207632] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-15T20:21:27.207684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:27.207716] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:27.207743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:27.207818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:27.265717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:27.266600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:27.266681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:27.266714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:27.388471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:27.388640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:27.388683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:27.388715] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:27.392217] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-15T20:21:27.392520] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-15T20:21:27.392684] [INFO ] [sig       ] ERIE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:27.535121] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ERIE.txt
[2025-12-15T20:21:27.535289] [INFO ] [sig       ] [1121/3591] Completed ERIE in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-15T20:21:27.535330] [INFO ] [sig       ] [1122/3591] Forecasting ERII...
[2025-12-15T20:21:27.535361] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-15T20:21:27.535391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-15T20:21:27.547256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-15T20:21:27.547637] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-15T20:21:27.548413] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-15T20:21:27.548679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:27.548711] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:27.548737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:27.548794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:27.607421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:27.608191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:27.608281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:27.608322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:27.732660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:27.732819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:27.732868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:27.732897] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:27.736312] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=55.42%)
[2025-12-15T20:21:27.736646] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-15T20:21:27.736778] [INFO ] [sig       ] ERII: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:27.881867] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ERII.txt
[2025-12-15T20:21:27.882009] [INFO ] [sig       ] [1122/3591] Completed ERII in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-15T20:21:27.882050] [INFO ] [sig       ] [1123/3591] Forecasting ERNA...
[2025-12-15T20:21:27.882079] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-15T20:21:27.882108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-15T20:21:27.893039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-15T20:21:27.893402] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-15T20:21:27.894189] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-15T20:21:27.894243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:27.894275] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:27.894303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:27.894364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:27.951558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:27.952278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:27.952356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:27.952391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:28.069384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:28.069535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:28.069594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:28.069626] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:28.073070] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-12-15T20:21:28.073342] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-15T20:21:28.073468] [INFO ] [sig       ] ERNA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:28.218134] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ERNA.txt
[2025-12-15T20:21:28.218269] [INFO ] [sig       ] [1123/3591] Completed ERNA in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:28.218315] [INFO ] [sig       ] [1124/3591] Forecasting ERO...
[2025-12-15T20:21:28.218345] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-15T20:21:28.218376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-15T20:21:28.230746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-15T20:21:28.231186] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-15T20:21:28.232048] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-15T20:21:28.232101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:28.232134] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:28.232160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:28.232217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:28.293768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:28.294672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:28.294761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:28.294794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:28.423887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:28.424049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:28.424107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:28.424138] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:28.427760] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=55.16%)
[2025-12-15T20:21:28.428075] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-15T20:21:28.428213] [INFO ] [sig       ] ERO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:28.572527] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ERO.txt
[2025-12-15T20:21:28.572707] [INFO ] [sig       ] [1124/3591] Completed ERO in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:28.572750] [INFO ] [sig       ] [1125/3591] Forecasting ES...
[2025-12-15T20:21:28.572779] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-15T20:21:28.572809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-15T20:21:28.584618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-15T20:21:28.585027] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-15T20:21:28.585795] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-15T20:21:28.585855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:28.585913] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:28.585942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:28.585998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:28.642753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:28.643469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:28.643566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:28.643630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:28.766251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:28.766404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:28.766445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:28.766473] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:28.769916] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2025-12-15T20:21:28.770200] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-15T20:21:28.770323] [INFO ] [sig       ] ES: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:28.909067] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ES.txt
[2025-12-15T20:21:28.909194] [INFO ] [sig       ] [1125/3591] Completed ES in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:28.909234] [INFO ] [sig       ] [1126/3591] Forecasting ESAB...
[2025-12-15T20:21:28.909264] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-15T20:21:28.909293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-15T20:21:28.920719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-15T20:21:28.921092] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-15T20:21:28.921885] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-15T20:21:28.921948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:28.921986] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:28.922018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:28.922076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:28.980867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:28.981804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:28.981891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:28.981925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:29.109799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:29.109977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:29.110020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:29.110050] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:29.113450] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-12-15T20:21:29.113749] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-15T20:21:29.113884] [INFO ] [sig       ] ESAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:29.253245] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ESAB.txt
[2025-12-15T20:21:29.253389] [INFO ] [sig       ] [1126/3591] Completed ESAB in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:29.253436] [INFO ] [sig       ] [1127/3591] Forecasting ESCA...
[2025-12-15T20:21:29.253466] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-15T20:21:29.253496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-15T20:21:29.264473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-15T20:21:29.264844] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-15T20:21:29.265622] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-15T20:21:29.265673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:29.265705] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:29.265731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:29.265787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:29.322050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:29.322649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:29.322726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:29.322757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:29.435527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:29.435703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:29.435743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:29.435771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:29.439052] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=24.53%)
[2025-12-15T20:21:29.439325] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-15T20:21:29.439442] [INFO ] [sig       ] ESCA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:29.578717] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ESCA.txt
[2025-12-15T20:21:29.578831] [INFO ] [sig       ] [1127/3591] Completed ESCA in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:29.578869] [INFO ] [sig       ] [1128/3591] Forecasting ESE...
[2025-12-15T20:21:29.578898] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-15T20:21:29.578947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-15T20:21:29.589990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-15T20:21:29.590316] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-15T20:21:29.591072] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-15T20:21:29.591122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:29.591167] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:29.591195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:29.591250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:29.648385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:29.649072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:29.649155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:29.649188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:29.771418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:29.771601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:29.771644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:29.771708] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:29.775140] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2025-12-15T20:21:29.775438] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-15T20:21:29.775590] [INFO ] [sig       ] ESE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:29.922195] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ESE.txt
[2025-12-15T20:21:29.922345] [INFO ] [sig       ] [1128/3591] Completed ESE in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:29.922385] [INFO ] [sig       ] [1129/3591] Forecasting ESEA...
[2025-12-15T20:21:29.922418] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-15T20:21:29.922450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-15T20:21:29.933301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-15T20:21:29.933678] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-15T20:21:29.934422] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-15T20:21:29.934472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:29.934503] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:29.934530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:29.934611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:29.990819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:29.991692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:29.991771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:29.991803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:30.114350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:30.114505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:30.114544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:30.114589] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:30.117876] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=70.79%)
[2025-12-15T20:21:30.118143] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-15T20:21:30.118262] [INFO ] [sig       ] ESEA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:30.259423] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ESEA.txt
[2025-12-15T20:21:30.259595] [INFO ] [sig       ] [1129/3591] Completed ESEA in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:30.259638] [INFO ] [sig       ] [1130/3591] Forecasting ESGD...
[2025-12-15T20:21:30.259668] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-15T20:21:30.259698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-15T20:21:30.271092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-15T20:21:30.271460] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-15T20:21:30.272224] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-15T20:21:30.272274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:30.272305] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:30.272331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:30.272388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:30.329224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:30.330065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:30.330145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:30.330178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:30.451300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:30.451449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:30.451691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:30.451722] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:30.455178] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-15T20:21:30.455457] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-15T20:21:30.455599] [INFO ] [sig       ] ESGD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:30.599090] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ESGD.txt
[2025-12-15T20:21:30.599247] [INFO ] [sig       ] [1130/3591] Completed ESGD in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:30.599290] [INFO ] [sig       ] [1131/3591] Forecasting ESGE...
[2025-12-15T20:21:30.599319] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-15T20:21:30.599351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-15T20:21:30.616884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-15T20:21:30.617264] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-15T20:21:30.618079] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-15T20:21:30.618130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:30.618161] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:30.618185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:30.618240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:30.673074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:30.673966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:30.674048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:30.674080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:30.794203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:30.794340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:30.794378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:30.794404] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:30.797686] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-12-15T20:21:30.797948] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-15T20:21:30.798068] [INFO ] [sig       ] ESGE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:30.937067] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ESGE.txt
[2025-12-15T20:21:30.937228] [INFO ] [sig       ] [1131/3591] Completed ESGE in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:30.937270] [INFO ] [sig       ] [1132/3591] Forecasting ESI...
[2025-12-15T20:21:30.937305] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-15T20:21:30.937340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-15T20:21:30.955562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-15T20:21:30.955994] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-15T20:21:30.956775] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-15T20:21:30.956827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:30.956858] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:30.956885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:30.956942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:31.012916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:31.013622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:31.013699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:31.013732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:31.130541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:31.130723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:31.130767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:31.130798] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:31.134147] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-15T20:21:31.134417] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-15T20:21:31.134543] [INFO ] [sig       ] ESI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:31.273540] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ESI.txt
[2025-12-15T20:21:31.273699] [INFO ] [sig       ] [1132/3591] Completed ESI in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:31.273739] [INFO ] [sig       ] [1133/3591] Forecasting ESOA...
[2025-12-15T20:21:31.273768] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-15T20:21:31.273800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-15T20:21:31.284760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-15T20:21:31.285083] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-15T20:21:31.285856] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-15T20:21:31.285906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:31.285936] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:31.285961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:31.286015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:31.341796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:31.342606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:31.342687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:31.342724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:31.464662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:31.464820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:31.464860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:31.464888] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:31.468234] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=18.24%)
[2025-12-15T20:21:31.468542] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-15T20:21:31.468697] [INFO ] [sig       ] ESOA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:31.613984] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ESOA.txt
[2025-12-15T20:21:31.614144] [INFO ] [sig       ] [1133/3591] Completed ESOA in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-15T20:21:31.614186] [INFO ] [sig       ] [1134/3591] Forecasting ESPO...
[2025-12-15T20:21:31.614217] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-15T20:21:31.614247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-15T20:21:31.625950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-15T20:21:31.626382] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-15T20:21:31.627267] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-15T20:21:31.627320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:31.627351] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:31.627377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:31.627434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:31.684619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:31.685491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:31.685588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:31.685623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:31.811813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:31.811975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:31.812014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:31.812042] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:31.815561] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2025-12-15T20:21:31.815938] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-15T20:21:31.816079] [INFO ] [sig       ] ESPO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:31.972969] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ESPO.txt
[2025-12-15T20:21:31.973138] [INFO ] [sig       ] [1134/3591] Completed ESPO in 0.4s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-15T20:21:31.973180] [INFO ] [sig       ] [1135/3591] Forecasting ESQ...
[2025-12-15T20:21:31.973209] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-15T20:21:31.973241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-15T20:21:31.986146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-15T20:21:31.986667] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-15T20:21:31.987611] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-15T20:21:31.987665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:31.987697] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:31.987725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:31.987782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:32.048920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:32.049897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:32.050016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:32.050051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:32.167966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:32.168127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:32.168178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:32.168231] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:32.171757] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-15T20:21:32.172051] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-15T20:21:32.172178] [INFO ] [sig       ] ESQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:32.310753] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ESQ.txt
[2025-12-15T20:21:32.310919] [INFO ] [sig       ] [1135/3591] Completed ESQ in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-15T20:21:32.310961] [INFO ] [sig       ] [1136/3591] Forecasting ESTA...
[2025-12-15T20:21:32.310992] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-15T20:21:32.311022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-15T20:21:32.322889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-15T20:21:32.323297] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-15T20:21:32.324088] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-15T20:21:32.324141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:32.324173] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:32.324198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:32.324255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:32.382312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:32.383393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:32.383474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:32.383506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:32.500969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:32.501120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:32.501158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:32.501186] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:32.504433] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-15T20:21:32.504733] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-15T20:21:32.504851] [INFO ] [sig       ] ESTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:32.651374] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ESTA.txt
[2025-12-15T20:21:32.651735] [INFO ] [sig       ] [1136/3591] Completed ESTA in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-15T20:21:32.651779] [INFO ] [sig       ] [1137/3591] Forecasting ESTC...
[2025-12-15T20:21:32.651809] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-15T20:21:32.651839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-15T20:21:32.662987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-15T20:21:32.663374] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-15T20:21:32.664145] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-15T20:21:32.664196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:32.664227] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:32.664254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:32.664309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:32.721318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:32.722193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:32.722280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:32.722329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:32.846291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:32.846440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:32.846481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:32.846511] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:32.850013] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=83.11%)
[2025-12-15T20:21:32.850307] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-15T20:21:32.850443] [INFO ] [sig       ] ESTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:32.991390] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ESTC.txt
[2025-12-15T20:21:32.991503] [INFO ] [sig       ] [1137/3591] Completed ESTC in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-15T20:21:32.991542] [INFO ] [sig       ] [1138/3591] Forecasting ETB...
[2025-12-15T20:21:32.991589] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-15T20:21:32.991622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-15T20:21:33.003202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-15T20:21:33.003620] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-15T20:21:33.004388] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-15T20:21:33.004443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:33.004475] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:33.004502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:33.004558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:33.060195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:33.061031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:33.061113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:33.061145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:33.171923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:33.172078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:33.172115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:33.172146] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:33.175431] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-15T20:21:33.175729] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-15T20:21:33.175853] [INFO ] [sig       ] ETB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:33.313040] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ETB.txt
[2025-12-15T20:21:33.313192] [INFO ] [sig       ] [1138/3591] Completed ETB in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-15T20:21:33.313233] [INFO ] [sig       ] [1139/3591] Forecasting ETD...
[2025-12-15T20:21:33.313263] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-15T20:21:33.313293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-15T20:21:33.323693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-15T20:21:33.324003] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-15T20:21:33.324756] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-15T20:21:33.324807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:33.324838] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:33.324877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:33.324935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:33.379733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:33.380312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:33.380391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:33.380430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:33.497886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:33.498008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:33.498047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:33.498076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:33.504612] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=57.29%)
[2025-12-15T20:21:33.504902] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-15T20:21:33.505039] [INFO ] [sig       ] ETD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:33.644787] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ETD.txt
[2025-12-15T20:21:33.644909] [INFO ] [sig       ] [1139/3591] Completed ETD in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-15T20:21:33.644947] [INFO ] [sig       ] [1140/3591] Forecasting ETG...
[2025-12-15T20:21:33.644977] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-15T20:21:33.645007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-15T20:21:33.656383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-15T20:21:33.656721] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-15T20:21:33.657501] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-15T20:21:33.657557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:33.657606] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:33.657637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:33.657693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:33.713657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:33.714258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:33.714337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:33.714369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:33.835022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:33.835124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:33.835160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:33.835188] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:33.838619] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-12-15T20:21:33.838882] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-15T20:21:33.839021] [INFO ] [sig       ] ETG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:33.978415] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ETG.txt
[2025-12-15T20:21:33.978524] [INFO ] [sig       ] [1140/3591] Completed ETG in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:33.978563] [INFO ] [sig       ] [1141/3591] Forecasting ETHA...
[2025-12-15T20:21:33.978609] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-15T20:21:33.978639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-15T20:21:33.989137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-15T20:21:33.989469] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-15T20:21:33.990264] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-15T20:21:33.990314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:33.990346] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:33.990372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:33.990428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:34.046465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:34.047070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:34.047145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:34.047177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:34.164015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:34.164146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:34.164184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:34.164212] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:34.167510] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-12-15T20:21:34.167788] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-15T20:21:34.167910] [INFO ] [sig       ] ETHA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:34.307956] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ETHA.txt
[2025-12-15T20:21:34.308072] [INFO ] [sig       ] [1141/3591] Completed ETHA in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:34.308110] [INFO ] [sig       ] [1142/3591] Forecasting ETJ...
[2025-12-15T20:21:34.308138] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-15T20:21:34.308167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-15T20:21:34.318700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-15T20:21:34.319028] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-15T20:21:34.319793] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-15T20:21:34.319843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:34.319902] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:34.319930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:34.319987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:34.375783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:34.376392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:34.376468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:34.376500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:34.495041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:34.495174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:34.495213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:34.495241] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:34.498542] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=28.93%)
[2025-12-15T20:21:34.498820] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-15T20:21:34.498953] [INFO ] [sig       ] ETJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:34.643689] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ETJ.txt
[2025-12-15T20:21:34.643854] [INFO ] [sig       ] [1142/3591] Completed ETJ in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:34.643898] [INFO ] [sig       ] [1143/3591] Forecasting ETN...
[2025-12-15T20:21:34.643931] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-15T20:21:34.643968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-15T20:21:34.656368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-15T20:21:34.656908] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-15T20:21:34.657679] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-15T20:21:34.657729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:34.657953] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:34.657978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:34.658033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:34.714522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:34.715111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:34.715186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:34.715218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:34.834520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:34.834684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:34.834724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:34.834753] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:34.838021] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=39.39%)
[2025-12-15T20:21:34.838284] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-15T20:21:34.838404] [INFO ] [sig       ] ETN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:34.992047] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ETN.txt
[2025-12-15T20:21:34.992202] [INFO ] [sig       ] [1143/3591] Completed ETN in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:34.992243] [INFO ] [sig       ] [1144/3591] Forecasting ETO...
[2025-12-15T20:21:34.992272] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-15T20:21:34.992301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-15T20:21:35.003631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-15T20:21:35.004012] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-15T20:21:35.004796] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-15T20:21:35.004848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:35.004880] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:35.004907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:35.004963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:35.061517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:35.062328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:35.062417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:35.062459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:35.184600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:35.184779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:35.184826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:35.184854] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:35.188318] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=83.11%)
[2025-12-15T20:21:35.188612] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-15T20:21:35.188743] [INFO ] [sig       ] ETO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:35.327369] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ETO.txt
[2025-12-15T20:21:35.327535] [INFO ] [sig       ] [1144/3591] Completed ETO in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:35.327611] [INFO ] [sig       ] [1145/3591] Forecasting ETON...
[2025-12-15T20:21:35.327648] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-15T20:21:35.327680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-15T20:21:35.339063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-15T20:21:35.339450] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-15T20:21:35.340277] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-15T20:21:35.340329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:35.340362] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:35.340390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:35.340455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:35.398547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:35.399335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:35.399447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:35.399488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:35.519828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:35.519981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:35.520021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:35.520086] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:35.524613] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-15T20:21:35.524891] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-15T20:21:35.525018] [INFO ] [sig       ] ETON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:35.664022] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ETON.txt
[2025-12-15T20:21:35.664151] [INFO ] [sig       ] [1145/3591] Completed ETON in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:35.664192] [INFO ] [sig       ] [1146/3591] Forecasting ETSY...
[2025-12-15T20:21:35.664221] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-15T20:21:35.664252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-15T20:21:35.674770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-15T20:21:35.675087] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-15T20:21:35.675839] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-15T20:21:35.675890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:35.675920] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:35.675946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:35.676000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:35.731713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:35.732557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:35.732667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:35.732700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:35.856172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:35.856340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:35.856380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:35.856409] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:35.859875] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=74.17%)
[2025-12-15T20:21:35.860174] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-15T20:21:35.860304] [INFO ] [sig       ] ETSY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:35.999342] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ETSY.txt
[2025-12-15T20:21:35.999495] [INFO ] [sig       ] [1146/3591] Completed ETSY in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:35.999535] [INFO ] [sig       ] [1147/3591] Forecasting ETY...
[2025-12-15T20:21:35.999564] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-15T20:21:35.999635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-15T20:21:36.010715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-15T20:21:36.011053] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-15T20:21:36.011879] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-15T20:21:36.011932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:36.011965] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:36.011992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:36.012051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:36.070287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:36.070983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:36.071064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:36.071099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:36.187845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:36.187994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:36.188033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:36.188062] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:36.191330] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=66.58%)
[2025-12-15T20:21:36.191611] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-15T20:21:36.191731] [INFO ] [sig       ] ETY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:36.332953] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ETY.txt
[2025-12-15T20:21:36.333113] [INFO ] [sig       ] [1147/3591] Completed ETY in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:36.333153] [INFO ] [sig       ] [1148/3591] Forecasting EUFN...
[2025-12-15T20:21:36.333183] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-15T20:21:36.333215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-15T20:21:36.343934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-15T20:21:36.344286] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-15T20:21:36.345083] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-15T20:21:36.345133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:36.345163] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:36.345189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:36.345245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:36.400551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:36.401382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:36.401466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:36.401498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:36.523398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:36.523614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:36.523657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:36.523685] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:36.527018] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-12-15T20:21:36.527300] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-15T20:21:36.527428] [INFO ] [sig       ] EUFN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:36.664274] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EUFN.txt
[2025-12-15T20:21:36.664403] [INFO ] [sig       ] [1148/3591] Completed EUFN in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:36.664442] [INFO ] [sig       ] [1149/3591] Forecasting EVAX...
[2025-12-15T20:21:36.664471] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-15T20:21:36.664500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-15T20:21:36.675590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-15T20:21:36.675931] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-15T20:21:36.676800] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-15T20:21:36.676852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:36.676884] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:36.676911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:36.676968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:36.733871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:36.734599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:36.734680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:36.734714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:36.855270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:36.855419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:36.855459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:36.855488] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:36.858770] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-15T20:21:36.859055] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-15T20:21:36.859174] [INFO ] [sig       ] EVAX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:36.996013] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVAX.txt
[2025-12-15T20:21:36.996124] [INFO ] [sig       ] [1149/3591] Completed EVAX in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:36.996163] [INFO ] [sig       ] [1150/3591] Forecasting EVC...
[2025-12-15T20:21:36.996192] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-15T20:21:36.996222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-15T20:21:37.007143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-15T20:21:37.007464] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-15T20:21:37.008283] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-15T20:21:37.008336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:37.008369] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:37.008396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:37.008455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:37.066137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:37.066826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:37.066905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:37.066939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:37.191294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:37.191431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:37.191475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:37.191510] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:37.194882] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=50.62%)
[2025-12-15T20:21:37.195152] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-15T20:21:37.195270] [INFO ] [sig       ] EVC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:37.333523] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EVC.txt
[2025-12-15T20:21:37.333669] [INFO ] [sig       ] [1150/3591] Completed EVC in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:37.333711] [INFO ] [sig       ] [1151/3591] Forecasting EVCM...
[2025-12-15T20:21:37.333740] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-15T20:21:37.333769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-15T20:21:37.345786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-15T20:21:37.346121] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-15T20:21:37.346880] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-15T20:21:37.346933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:37.346964] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:37.346990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:37.347045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:37.403519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:37.404234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:37.404315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:37.404348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:37.526286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:37.526464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:37.526506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:37.526535] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:37.530051] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=24.07%)
[2025-12-15T20:21:37.530329] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-15T20:21:37.530456] [INFO ] [sig       ] EVCM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:37.672287] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVCM.txt
[2025-12-15T20:21:37.672417] [INFO ] [sig       ] [1151/3591] Completed EVCM in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-15T20:21:37.672457] [INFO ] [sig       ] [1152/3591] Forecasting EVEX...
[2025-12-15T20:21:37.672486] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-15T20:21:37.672515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-15T20:21:37.683747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-15T20:21:37.684101] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-15T20:21:37.684871] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-15T20:21:37.684935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:37.684967] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:37.684994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:37.685050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:37.740691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:37.741327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:37.741430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:37.741464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:37.859541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:37.859703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:37.859742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:37.859771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:37.863011] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-15T20:21:37.863272] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-15T20:21:37.863393] [INFO ] [sig       ] EVEX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:38.000074] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EVEX.txt
[2025-12-15T20:21:38.000196] [INFO ] [sig       ] [1152/3591] Completed EVEX in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-15T20:21:38.000235] [INFO ] [sig       ] [1153/3591] Forecasting EVF...
[2025-12-15T20:21:38.000265] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-15T20:21:38.000294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-15T20:21:38.011659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-15T20:21:38.012044] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-15T20:21:38.012895] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-15T20:21:38.012948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:38.012981] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:38.013009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:38.013066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:38.068875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:38.069561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:38.069658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:38.069691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:38.182988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:38.183144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:38.183184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:38.183214] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:38.186671] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-15T20:21:38.186969] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-15T20:21:38.187102] [INFO ] [sig       ] EVF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:38.327633] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EVF.txt
[2025-12-15T20:21:38.327778] [INFO ] [sig       ] [1153/3591] Completed EVF in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-15T20:21:38.327819] [INFO ] [sig       ] [1154/3591] Forecasting EVG...
[2025-12-15T20:21:38.327847] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-15T20:21:38.327877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-15T20:21:38.338973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-15T20:21:38.339397] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-15T20:21:38.340250] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-15T20:21:38.340304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:38.340336] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:38.340364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:38.340422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:38.398747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:38.399617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:38.399706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:38.399738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:38.512661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:38.512807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:38.512847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:38.512876] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:38.516356] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=34.34%)
[2025-12-15T20:21:38.516654] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-15T20:21:38.516780] [INFO ] [sig       ] EVG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:38.666061] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVG.txt
[2025-12-15T20:21:38.666218] [INFO ] [sig       ] [1154/3591] Completed EVG in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-15T20:21:38.666258] [INFO ] [sig       ] [1155/3591] Forecasting EVGN...
[2025-12-15T20:21:38.666287] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-15T20:21:38.666317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-15T20:21:38.677832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-15T20:21:38.678257] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-15T20:21:38.679069] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-15T20:21:38.679120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:38.679152] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:38.679177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:38.679232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:38.737236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:38.738134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:38.738216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:38.738248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:38.850223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:38.850373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:38.850411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:38.850441] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:38.854263] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-12-15T20:21:38.854545] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-15T20:21:38.854699] [INFO ] [sig       ] EVGN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:38.993248] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVGN.txt
[2025-12-15T20:21:38.993414] [INFO ] [sig       ] [1155/3591] Completed EVGN in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-15T20:21:38.993494] [INFO ] [sig       ] [1156/3591] Forecasting EVGO...
[2025-12-15T20:21:38.993537] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-15T20:21:38.993597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-15T20:21:39.004494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-15T20:21:39.004841] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-15T20:21:39.005594] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-15T20:21:39.005645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:39.005677] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:39.005702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:39.005758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:39.061751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:39.062377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:39.062452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:39.062483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:39.182843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:39.182990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:39.183029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:39.183057] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:39.186381] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-12-15T20:21:39.186748] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-15T20:21:39.186879] [INFO ] [sig       ] EVGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:39.325485] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVGO.txt
[2025-12-15T20:21:39.325633] [INFO ] [sig       ] [1156/3591] Completed EVGO in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-15T20:21:39.325676] [INFO ] [sig       ] [1157/3591] Forecasting EVH...
[2025-12-15T20:21:39.325704] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-15T20:21:39.325895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-15T20:21:39.337079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-15T20:21:39.337397] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-15T20:21:39.338155] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-15T20:21:39.338205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:39.338236] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:39.338263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:39.338319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:39.394652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:39.395317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:39.395393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:39.395424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:39.518623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:39.518784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:39.518826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:39.518855] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:39.522489] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-15T20:21:39.522780] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-15T20:21:39.522929] [INFO ] [sig       ] EVH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:39.662122] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVH.txt
[2025-12-15T20:21:39.662258] [INFO ] [sig       ] [1157/3591] Completed EVH in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:39.662297] [INFO ] [sig       ] [1158/3591] Forecasting EVN...
[2025-12-15T20:21:39.662328] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-15T20:21:39.662357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-15T20:21:39.672932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-15T20:21:39.673253] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-15T20:21:39.674006] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-15T20:21:39.674057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:39.674088] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:39.674115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:39.674170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:39.740341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:39.741541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:39.741697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:39.741742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:39.860164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:39.860310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:39.860352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:39.860381] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:39.863702] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-12-15T20:21:39.863970] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-15T20:21:39.864092] [INFO ] [sig       ] EVN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:40.003849] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVN.txt
[2025-12-15T20:21:40.003993] [INFO ] [sig       ] [1158/3591] Completed EVN in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:40.004039] [INFO ] [sig       ] [1159/3591] Forecasting EVO...
[2025-12-15T20:21:40.004068] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-15T20:21:40.004097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-15T20:21:40.014382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-15T20:21:40.014788] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-15T20:21:40.015537] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-15T20:21:40.015613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:40.015672] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:40.015700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:40.015757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:40.071878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:40.072610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:40.072688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:40.072720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:40.198320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:40.198495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:40.198553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:40.198604] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:40.202331] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=47.64%)
[2025-12-15T20:21:40.202635] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-15T20:21:40.202951] [INFO ] [sig       ] EVO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:40.339199] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVO.txt
[2025-12-15T20:21:40.339330] [INFO ] [sig       ] [1159/3591] Completed EVO in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:40.339371] [INFO ] [sig       ] [1160/3591] Forecasting EVOK...
[2025-12-15T20:21:40.339400] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-15T20:21:40.339429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-15T20:21:40.349659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-15T20:21:40.349967] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-15T20:21:40.350792] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-15T20:21:40.350847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:40.350881] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:40.350908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:40.350967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:40.407135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:40.407818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:40.407895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:40.407927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:40.518068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:40.518217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:40.518258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:40.518288] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:40.521802] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-15T20:21:40.522069] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-15T20:21:40.522192] [INFO ] [sig       ] EVOK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:40.663179] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVOK.txt
[2025-12-15T20:21:40.663321] [INFO ] [sig       ] [1160/3591] Completed EVOK in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:40.663361] [INFO ] [sig       ] [1161/3591] Forecasting EVRG...
[2025-12-15T20:21:40.663390] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-15T20:21:40.663418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-15T20:21:40.674433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-15T20:21:40.674788] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-15T20:21:40.675522] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-15T20:21:40.675591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:40.675625] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:40.675651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:40.675707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:40.735936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:40.736773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:40.736875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:40.736910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:40.859829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:40.859985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:40.860025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:40.860056] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:40.863412] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-15T20:21:40.863739] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-15T20:21:40.863874] [INFO ] [sig       ] EVRG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:41.004887] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EVRG.txt
[2025-12-15T20:21:41.005017] [INFO ] [sig       ] [1161/3591] Completed EVRG in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:41.005057] [INFO ] [sig       ] [1162/3591] Forecasting EVSD...
[2025-12-15T20:21:41.005086] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-15T20:21:41.005116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-15T20:21:41.016737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-15T20:21:41.017339] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-15T20:21:41.018330] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-15T20:21:41.018383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:41.018414] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:41.018442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:41.018500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:41.080275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:41.081188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:41.081280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:41.081316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:41.198610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:41.198755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:41.198796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:41.198867] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:41.202342] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-12-15T20:21:41.202631] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-15T20:21:41.202756] [INFO ] [sig       ] EVSD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:41.340705] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EVSD.txt
[2025-12-15T20:21:41.340842] [INFO ] [sig       ] [1162/3591] Completed EVSD in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:41.340893] [INFO ] [sig       ] [1163/3591] Forecasting EVTC...
[2025-12-15T20:21:41.340926] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-15T20:21:41.340957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-15T20:21:41.351941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-15T20:21:41.352285] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-15T20:21:41.353082] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-15T20:21:41.353136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:41.353183] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:41.353213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:41.353271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:41.409747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:41.410542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:41.410690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:41.410752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:41.535645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:41.535804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:41.535846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:41.535877] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:41.539238] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-12-15T20:21:41.539508] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-15T20:21:41.539676] [INFO ] [sig       ] EVTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:41.679348] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EVTC.txt
[2025-12-15T20:21:41.679486] [INFO ] [sig       ] [1163/3591] Completed EVTC in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:41.679529] [INFO ] [sig       ] [1164/3591] Forecasting EVTL...
[2025-12-15T20:21:41.679560] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-15T20:21:41.679643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-15T20:21:41.690088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-15T20:21:41.690417] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-15T20:21:41.691232] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-15T20:21:41.691286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:41.691319] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:41.691348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:41.691407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:41.751165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:41.752009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:41.752094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:41.752128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:41.871981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:41.872133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:41.872175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:41.872206] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:41.875590] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-15T20:21:41.875861] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-15T20:21:41.875984] [INFO ] [sig       ] EVTL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:42.016939] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EVTL.txt
[2025-12-15T20:21:42.017093] [INFO ] [sig       ] [1164/3591] Completed EVTL in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:42.017133] [INFO ] [sig       ] [1165/3591] Forecasting EWBC...
[2025-12-15T20:21:42.017164] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-15T20:21:42.017194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-15T20:21:42.028370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-15T20:21:42.028820] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-15T20:21:42.029732] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-15T20:21:42.029794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:42.029827] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:42.029856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:42.029914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:42.087982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:42.088811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:42.088895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:42.088951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:42.213386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:42.213534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:42.213590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:42.213621] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:42.216870] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-15T20:21:42.217131] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-15T20:21:42.217254] [INFO ] [sig       ] EWBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:42.354360] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EWBC.txt
[2025-12-15T20:21:42.354488] [INFO ] [sig       ] [1165/3591] Completed EWBC in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:42.354529] [INFO ] [sig       ] [1166/3591] Forecasting EWCZ...
[2025-12-15T20:21:42.354559] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-15T20:21:42.354607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-15T20:21:42.365325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-15T20:21:42.365723] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-15T20:21:42.366527] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-15T20:21:42.366598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:42.366636] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:42.366697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:42.366761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:42.425556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:42.426363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:42.426449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:42.426484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:42.552955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:42.553163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:42.553207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:42.553237] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:42.557102] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-12-15T20:21:42.557447] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-15T20:21:42.557621] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:42.699705] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EWCZ.txt
[2025-12-15T20:21:42.699839] [INFO ] [sig       ] [1166/3591] Completed EWCZ in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:42.699878] [INFO ] [sig       ] [1167/3591] Forecasting EWTX...
[2025-12-15T20:21:42.699914] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-15T20:21:42.699944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-15T20:21:42.712327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-15T20:21:42.712762] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-15T20:21:42.713543] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-15T20:21:42.713622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:42.713658] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:42.713687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:42.713746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:42.772284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:42.773118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:42.773202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:42.773238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:42.897782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:42.897937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:42.897979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:42.898010] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:42.901403] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-15T20:21:42.901699] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-15T20:21:42.901825] [INFO ] [sig       ] EWTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:43.045277] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EWTX.txt
[2025-12-15T20:21:43.045441] [INFO ] [sig       ] [1167/3591] Completed EWTX in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:43.045486] [INFO ] [sig       ] [1168/3591] Forecasting EWZS...
[2025-12-15T20:21:43.045518] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-15T20:21:43.045551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-15T20:21:43.056760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-15T20:21:43.057222] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-15T20:21:43.058267] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-15T20:21:43.058336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:43.058379] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:43.058414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:43.058495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:43.120492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:43.121544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:43.121648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:43.121685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:43.249238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:43.249394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:43.249434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:43.249463] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:43.252758] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=29.79%)
[2025-12-15T20:21:43.253035] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-15T20:21:43.253159] [INFO ] [sig       ] EWZS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:43.391613] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EWZS.txt
[2025-12-15T20:21:43.391758] [INFO ] [sig       ] [1168/3591] Completed EWZS in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:43.391800] [INFO ] [sig       ] [1169/3591] Forecasting EXAS...
[2025-12-15T20:21:43.391830] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-15T20:21:43.391859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-15T20:21:43.402403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-15T20:21:43.402749] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-15T20:21:43.403500] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-15T20:21:43.403550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:43.403606] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:43.403639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:43.403697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:43.462336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:43.463197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:43.463311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:43.463346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:43.590144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:43.590298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:43.590338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:43.590367] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:43.593917] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=60.90%)
[2025-12-15T20:21:43.594192] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-15T20:21:43.594322] [INFO ] [sig       ] EXAS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:43.738781] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EXAS.txt
[2025-12-15T20:21:43.738971] [INFO ] [sig       ] [1169/3591] Completed EXAS in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-15T20:21:43.739017] [INFO ] [sig       ] [1170/3591] Forecasting EXC...
[2025-12-15T20:21:43.739047] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-15T20:21:43.739078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-15T20:21:43.749939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-15T20:21:43.750272] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-15T20:21:43.751066] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-15T20:21:43.751117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:43.751148] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:43.751174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:43.751230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:43.807172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:43.807861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:43.807940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:43.807972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:43.928165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:43.928305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:43.928345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:43.928390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:43.931725] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-15T20:21:43.931995] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-15T20:21:43.932115] [INFO ] [sig       ] EXC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:44.069313] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EXC.txt
[2025-12-15T20:21:44.069450] [INFO ] [sig       ] [1170/3591] Completed EXC in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-15T20:21:44.069491] [INFO ] [sig       ] [1171/3591] Forecasting EXEL...
[2025-12-15T20:21:44.069519] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-15T20:21:44.069549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-15T20:21:44.080425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-15T20:21:44.080822] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-15T20:21:44.081615] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-15T20:21:44.081669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:44.081704] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:44.081731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:44.081789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:44.139669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:44.140329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:44.140407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:44.140439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:44.267227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:44.267498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:44.267538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:44.267584] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:44.271059] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=73.46%)
[2025-12-15T20:21:44.271326] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-15T20:21:44.271447] [INFO ] [sig       ] EXEL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:44.415029] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EXEL.txt
[2025-12-15T20:21:44.415164] [INFO ] [sig       ] [1171/3591] Completed EXEL in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-15T20:21:44.415204] [INFO ] [sig       ] [1172/3591] Forecasting EXFY...
[2025-12-15T20:21:44.415233] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-15T20:21:44.415262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-15T20:21:44.426319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-15T20:21:44.426703] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-15T20:21:44.427465] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-15T20:21:44.427517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:44.427550] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:44.427595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:44.427665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:44.484709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:44.485439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:44.485520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:44.485568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:44.607894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:44.608025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:44.608062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:44.608091] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:44.611505] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-12-15T20:21:44.611791] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-15T20:21:44.611913] [INFO ] [sig       ] EXFY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:44.750263] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EXFY.txt
[2025-12-15T20:21:44.750432] [INFO ] [sig       ] [1172/3591] Completed EXFY in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-15T20:21:44.750474] [INFO ] [sig       ] [1173/3591] Forecasting EXG...
[2025-12-15T20:21:44.750503] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-15T20:21:44.750533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-15T20:21:44.761872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-15T20:21:44.762425] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-15T20:21:44.763389] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-15T20:21:44.763439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:44.763470] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:44.763496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:44.763551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:44.819639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:44.820489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:44.820593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:44.820631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:44.938968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:44.939138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:44.939183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:44.939218] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:44.943139] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=41.55%)
[2025-12-15T20:21:44.943504] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-15T20:21:44.943707] [INFO ] [sig       ] EXG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:45.096016] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EXG.txt
[2025-12-15T20:21:45.096206] [INFO ] [sig       ] [1173/3591] Completed EXG in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-15T20:21:45.096255] [INFO ] [sig       ] [1174/3591] Forecasting EXK...
[2025-12-15T20:21:45.096287] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-15T20:21:45.096318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-15T20:21:45.107959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-15T20:21:45.108395] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-15T20:21:45.109298] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-15T20:21:45.109354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:45.109385] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:45.109439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:45.109499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:45.176734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:45.177789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:45.177897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:45.177933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:45.320257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:45.320467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:45.320527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:45.320558] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:45.324940] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=71.27%)
[2025-12-15T20:21:45.325421] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-15T20:21:45.325623] [INFO ] [sig       ] EXK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:45.551381] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EXK.txt
[2025-12-15T20:21:45.551644] [INFO ] [sig       ] [1174/3591] Completed EXK in 0.5s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-15T20:21:45.551708] [INFO ] [sig       ] [1175/3591] Forecasting EXLS...
[2025-12-15T20:21:45.551743] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-15T20:21:45.551777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-15T20:21:45.571561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-15T20:21:45.581179] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-15T20:21:45.582929] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-15T20:21:45.583027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:45.583078] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:45.583124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:45.583221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:45.660043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:45.661232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:45.661350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:45.661398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:45.831466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:45.831662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:45.831707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:45.831736] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:45.836644] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-12-15T20:21:45.837127] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-15T20:21:45.837320] [INFO ] [sig       ] EXLS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:46.038049] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EXLS.txt
[2025-12-15T20:21:46.038266] [INFO ] [sig       ] [1175/3591] Completed EXLS in 0.5s | 2.93 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-15T20:21:46.038320] [INFO ] [sig       ] [1176/3591] Forecasting EXP...
[2025-12-15T20:21:46.038359] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-15T20:21:46.038398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-15T20:21:46.050993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-15T20:21:46.051422] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-15T20:21:46.052322] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-15T20:21:46.052400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:46.052456] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:46.052485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:46.052543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:46.112852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:46.113824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:46.113920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:46.113954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:46.256940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:46.257102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:46.257143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:46.257172] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:46.261987] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=70.33%)
[2025-12-15T20:21:46.262465] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-15T20:21:46.262681] [INFO ] [sig       ] EXP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:46.418154] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EXP.txt
[2025-12-15T20:21:46.418313] [INFO ] [sig       ] [1176/3591] Completed EXP in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:46.418358] [INFO ] [sig       ] [1177/3591] Forecasting EXPD...
[2025-12-15T20:21:46.418387] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-15T20:21:46.418417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-15T20:21:46.431477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-15T20:21:46.431958] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-15T20:21:46.432869] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-15T20:21:46.432927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:46.432968] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:46.432996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:46.433053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:46.491352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:46.492251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:46.492338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:46.492371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:46.615854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:46.616016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:46.616057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:46.616087] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:46.620292] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2025-12-15T20:21:46.620799] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-15T20:21:46.620979] [INFO ] [sig       ] EXPD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:46.760282] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EXPD.txt
[2025-12-15T20:21:46.760421] [INFO ] [sig       ] [1177/3591] Completed EXPD in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:46.760462] [INFO ] [sig       ] [1178/3591] Forecasting EXPE...
[2025-12-15T20:21:46.760492] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-15T20:21:46.760529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-15T20:21:46.771697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-15T20:21:46.772046] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-15T20:21:46.772826] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-15T20:21:46.772876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:46.772909] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:46.772935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:46.772991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:46.828288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:46.829156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:46.829238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:46.829271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:46.951529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:46.951695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:46.951735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:46.951763] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:46.955025] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=24.87%)
[2025-12-15T20:21:46.955291] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-15T20:21:46.955411] [INFO ] [sig       ] EXPE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:47.142686] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EXPE.txt
[2025-12-15T20:21:47.142829] [INFO ] [sig       ] [1178/3591] Completed EXPE in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:47.142870] [INFO ] [sig       ] [1179/3591] Forecasting EXPI...
[2025-12-15T20:21:47.142900] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-15T20:21:47.142930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-15T20:21:47.153914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-15T20:21:47.154228] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-15T20:21:47.155022] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-15T20:21:47.155073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:47.155104] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:47.155130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:47.155186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:47.210790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:47.211426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:47.211505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:47.211537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:47.338084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:47.338237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:47.338287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:47.338356] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:47.341997] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2025-12-15T20:21:47.342299] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-15T20:21:47.342433] [INFO ] [sig       ] EXPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:47.489519] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EXPI.txt
[2025-12-15T20:21:47.489687] [INFO ] [sig       ] [1179/3591] Completed EXPI in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:47.489732] [INFO ] [sig       ] [1180/3591] Forecasting EXPO...
[2025-12-15T20:21:47.489763] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-15T20:21:47.489794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-15T20:21:47.501913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-15T20:21:47.502347] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-15T20:21:47.503183] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-15T20:21:47.503235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:47.503266] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:47.503293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:47.503348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:47.575108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:47.576044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:47.576132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:47.576165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:47.695445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:47.695615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:47.695656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:47.695684] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:47.698979] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-12-15T20:21:47.699247] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-15T20:21:47.699370] [INFO ] [sig       ] EXPO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:47.851725] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EXPO.txt
[2025-12-15T20:21:47.851881] [INFO ] [sig       ] [1180/3591] Completed EXPO in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:47.851923] [INFO ] [sig       ] [1181/3591] Forecasting EYE...
[2025-12-15T20:21:47.851952] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-15T20:21:47.851982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-15T20:21:47.863923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-15T20:21:47.864271] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-15T20:21:47.865082] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-15T20:21:47.865134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:47.865166] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:47.865192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:47.865248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:47.921407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:47.922012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:47.922088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:47.922120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:48.039495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:48.039667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:48.039705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:48.039736] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:48.043403] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-15T20:21:48.043682] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-15T20:21:48.043806] [INFO ] [sig       ] EYE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:48.183631] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/EYE.txt
[2025-12-15T20:21:48.183774] [INFO ] [sig       ] [1181/3591] Completed EYE in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:48.183822] [INFO ] [sig       ] [1182/3591] Forecasting EZGO...
[2025-12-15T20:21:48.183858] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-15T20:21:48.183889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-15T20:21:48.194532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-15T20:21:48.194893] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-15T20:21:48.195644] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-15T20:21:48.195693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:48.195724] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:48.195750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:48.195806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:48.251025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:48.251814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:48.251894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:48.251925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:48.360744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:48.360906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:48.360945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:48.360973] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:48.364268] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=52.94%)
[2025-12-15T20:21:48.364530] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-15T20:21:48.364666] [INFO ] [sig       ] EZGO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:48.506069] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/EZGO.txt
[2025-12-15T20:21:48.506216] [INFO ] [sig       ] [1182/3591] Completed EZGO in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:48.506257] [INFO ] [sig       ] [1183/3591] Forecasting F...
[2025-12-15T20:21:48.506287] [INFO ] [sig       ] Generating forecast for: F
[2025-12-15T20:21:48.506316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-15T20:21:48.517504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-15T20:21:48.517886] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-15T20:21:48.518661] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-15T20:21:48.518712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:48.518745] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:48.518774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:48.518831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:48.575719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:48.576597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:48.576678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:48.576709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:48.702434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:48.702633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:48.702676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:48.702705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:48.706223] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-15T20:21:48.706492] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-15T20:21:48.706634] [INFO ] [sig       ] F: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:48.850430] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/F.txt
[2025-12-15T20:21:48.850608] [INFO ] [sig       ] [1183/3591] Completed F in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:48.850652] [INFO ] [sig       ] [1184/3591] Forecasting FA...
[2025-12-15T20:21:48.850683] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-15T20:21:48.850713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-15T20:21:48.862354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-15T20:21:48.862810] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-15T20:21:48.863655] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-15T20:21:48.863712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:48.863744] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:48.863771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:48.863828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:48.920844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:48.921735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:48.921819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:48.921853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:49.053989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:49.054142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:49.054181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:49.054210] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:49.057631] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-12-15T20:21:49.057925] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-15T20:21:49.058050] [INFO ] [sig       ] FA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:49.200627] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FA.txt
[2025-12-15T20:21:49.200767] [INFO ] [sig       ] [1184/3591] Completed FA in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:49.200808] [INFO ] [sig       ] [1185/3591] Forecasting FAF...
[2025-12-15T20:21:49.200837] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-15T20:21:49.200866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-15T20:21:49.211469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-15T20:21:49.211827] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-15T20:21:49.212562] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-15T20:21:49.212631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:49.212662] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:49.212690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:49.212746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:49.267919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:49.268805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:49.268905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:49.268981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:49.382695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:49.382842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:49.382883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:49.382911] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:49.386217] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=52.70%)
[2025-12-15T20:21:49.386489] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-15T20:21:49.386628] [INFO ] [sig       ] FAF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:49.524035] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FAF.txt
[2025-12-15T20:21:49.524173] [INFO ] [sig       ] [1185/3591] Completed FAF in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-15T20:21:49.524214] [INFO ] [sig       ] [1186/3591] Forecasting FALN...
[2025-12-15T20:21:49.524243] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-15T20:21:49.524272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-15T20:21:49.534959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-15T20:21:49.535337] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-15T20:21:49.536194] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-15T20:21:49.536246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:49.536277] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:49.536303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:49.536358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:49.592256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:49.593132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:49.593232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:49.593307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:49.723398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:49.723551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:49.723611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:49.723641] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:49.727348] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=35.82%)
[2025-12-15T20:21:49.727651] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-15T20:21:49.727796] [INFO ] [sig       ] FALN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:49.867083] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FALN.txt
[2025-12-15T20:21:49.867206] [INFO ] [sig       ] [1186/3591] Completed FALN in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-15T20:21:49.867245] [INFO ] [sig       ] [1187/3591] Forecasting FANG...
[2025-12-15T20:21:49.867275] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-15T20:21:49.867304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-15T20:21:49.879316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-15T20:21:49.879727] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-15T20:21:49.880528] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-15T20:21:49.880599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:49.880650] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:49.880679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:49.880737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:49.937346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:49.938222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:49.938307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:49.938340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:50.057474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:50.057656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:50.057697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:50.057726] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:50.061065] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=48.43%)
[2025-12-15T20:21:50.061334] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-15T20:21:50.061455] [INFO ] [sig       ] FANG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:50.198405] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FANG.txt
[2025-12-15T20:21:50.198560] [INFO ] [sig       ] [1187/3591] Completed FANG in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-15T20:21:50.198624] [INFO ] [sig       ] [1188/3591] Forecasting FARM...
[2025-12-15T20:21:50.198655] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-15T20:21:50.198684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-15T20:21:50.210817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-15T20:21:50.211243] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-15T20:21:50.212056] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-15T20:21:50.212109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:50.212141] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:50.212168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:50.212224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:50.269084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:50.269755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:50.269835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:50.269869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:50.389519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:50.389683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:50.389724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:50.389753] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:50.393090] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-12-15T20:21:50.393359] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-15T20:21:50.393480] [INFO ] [sig       ] FARM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:50.540653] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FARM.txt
[2025-12-15T20:21:50.540806] [INFO ] [sig       ] [1188/3591] Completed FARM in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-15T20:21:50.540848] [INFO ] [sig       ] [1189/3591] Forecasting FBIN...
[2025-12-15T20:21:50.540879] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-15T20:21:50.540908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-15T20:21:50.551450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-15T20:21:50.551836] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-15T20:21:50.552626] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-15T20:21:50.552677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:50.552709] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:50.552736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:50.552793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:50.609805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:50.610685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:50.610767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:50.610802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:50.734210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:50.734365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:50.734405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:50.734433] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:50.737797] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-15T20:21:50.738101] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-15T20:21:50.738229] [INFO ] [sig       ] FBIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:50.882475] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FBIN.txt
[2025-12-15T20:21:50.882712] [INFO ] [sig       ] [1189/3591] Completed FBIN in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-15T20:21:50.882772] [INFO ] [sig       ] [1190/3591] Forecasting FBIO...
[2025-12-15T20:21:50.882815] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-15T20:21:50.882860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-15T20:21:50.893877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-15T20:21:50.894270] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-15T20:21:50.895085] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-15T20:21:50.895139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:50.895173] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:50.895201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:50.895258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:50.951056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:50.951989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:50.952106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:50.952138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:51.074111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:51.074268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:51.074307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:51.074335] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:51.077973] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=39.34%)
[2025-12-15T20:21:51.078352] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-15T20:21:51.078495] [INFO ] [sig       ] FBIO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:51.219346] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FBIO.txt
[2025-12-15T20:21:51.219507] [INFO ] [sig       ] [1190/3591] Completed FBIO in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-15T20:21:51.219554] [INFO ] [sig       ] [1191/3591] Forecasting FBIZ...
[2025-12-15T20:21:51.219605] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-15T20:21:51.219637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-15T20:21:51.230615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-15T20:21:51.231020] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-15T20:21:51.231836] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-15T20:21:51.231886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:51.231918] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:51.231944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:51.231999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:51.287379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:51.288283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:51.288384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:51.288416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:51.405652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:51.405804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:51.405843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:51.405871] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:51.409281] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-12-15T20:21:51.409568] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-15T20:21:51.409737] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:51.551329] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FBIZ.txt
[2025-12-15T20:21:51.551479] [INFO ] [sig       ] [1191/3591] Completed FBIZ in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-15T20:21:51.551520] [INFO ] [sig       ] [1192/3591] Forecasting FBK...
[2025-12-15T20:21:51.551549] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-15T20:21:51.551603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-15T20:21:51.562593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-15T20:21:51.562966] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-15T20:21:51.563740] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-15T20:21:51.563791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:51.563823] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:51.563854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:51.563911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:51.619887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:51.620696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:51.620782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:51.620816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:51.740097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:51.740245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:51.740283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:51.740314] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:51.743683] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-12-15T20:21:51.743952] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-15T20:21:51.744091] [INFO ] [sig       ] FBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:51.884704] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FBK.txt
[2025-12-15T20:21:51.884879] [INFO ] [sig       ] [1192/3591] Completed FBK in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-15T20:21:51.884931] [INFO ] [sig       ] [1193/3591] Forecasting FBL...
[2025-12-15T20:21:51.884962] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-15T20:21:51.884991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-15T20:21:51.896888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-15T20:21:51.897225] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-15T20:21:51.898085] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-15T20:21:51.898136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:51.898201] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:51.898230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:51.898291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:51.954996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:51.955678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:51.955762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:51.955795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:52.078608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:52.078755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:52.078795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:52.078823] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:52.082199] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-15T20:21:52.082464] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-15T20:21:52.082604] [INFO ] [sig       ] FBL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:52.221746] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FBL.txt
[2025-12-15T20:21:52.221924] [INFO ] [sig       ] [1193/3591] Completed FBL in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:52.221973] [INFO ] [sig       ] [1194/3591] Forecasting FBNC...
[2025-12-15T20:21:52.222008] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-15T20:21:52.222039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-15T20:21:52.233639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-15T20:21:52.234015] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-15T20:21:52.234842] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-15T20:21:52.234895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:52.234926] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:52.234953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:52.235012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:52.293842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:52.294664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:52.294745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:52.294791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:52.412454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:52.412622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:52.412679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:52.412708] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:52.415976] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-15T20:21:52.416247] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-15T20:21:52.416367] [INFO ] [sig       ] FBNC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:52.574195] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FBNC.txt
[2025-12-15T20:21:52.574346] [INFO ] [sig       ] [1194/3591] Completed FBNC in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:52.574387] [INFO ] [sig       ] [1195/3591] Forecasting FBP...
[2025-12-15T20:21:52.574417] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-15T20:21:52.574447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-15T20:21:52.585400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-15T20:21:52.585760] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-15T20:21:52.586524] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-15T20:21:52.586599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:52.586635] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:52.586662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:52.586718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:52.642481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:52.643336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:52.643419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:52.643452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:52.762814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:52.762946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:52.762984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:52.763011] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:52.766257] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-15T20:21:52.766521] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-15T20:21:52.766656] [INFO ] [sig       ] FBP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:52.905153] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FBP.txt
[2025-12-15T20:21:52.905271] [INFO ] [sig       ] [1195/3591] Completed FBP in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:52.905309] [INFO ] [sig       ] [1196/3591] Forecasting FC...
[2025-12-15T20:21:52.905337] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-15T20:21:52.905367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-15T20:21:52.915851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-15T20:21:52.916162] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-15T20:21:52.916928] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-15T20:21:52.916978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:52.917009] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:52.917034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:52.917089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:52.972468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:52.973085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:52.973185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:52.973219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:53.096163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:53.096296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:53.096334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:53.096393] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:53.099686] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-15T20:21:53.099955] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-15T20:21:53.100075] [INFO ] [sig       ] FC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:53.237688] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FC.txt
[2025-12-15T20:21:53.237845] [INFO ] [sig       ] [1196/3591] Completed FC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:53.237885] [INFO ] [sig       ] [1197/3591] Forecasting FCAL...
[2025-12-15T20:21:53.237914] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-15T20:21:53.237943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-15T20:21:53.248398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-15T20:21:53.248802] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-15T20:21:53.249617] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-15T20:21:53.249669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:53.249699] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:53.249725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:53.249779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:53.304362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:53.305037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:53.305114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:53.305147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:53.410482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:53.410671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:53.410712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:53.410741] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:53.414201] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=71.02%)
[2025-12-15T20:21:53.414489] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-15T20:21:53.414641] [INFO ] [sig       ] FCAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:53.579354] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FCAL.txt
[2025-12-15T20:21:53.579514] [INFO ] [sig       ] [1197/3591] Completed FCAL in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:53.579556] [INFO ] [sig       ] [1198/3591] Forecasting FCBC...
[2025-12-15T20:21:53.579606] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-15T20:21:53.579638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-15T20:21:53.590753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-15T20:21:53.591083] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-15T20:21:53.591865] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-15T20:21:53.591916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:53.591962] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:53.591990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:53.592048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:53.660873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:53.661848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:53.661939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:53.661972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:53.784751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:53.784927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:53.784970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:53.785000] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:53.788469] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=19.68%)
[2025-12-15T20:21:53.788768] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-15T20:21:53.788893] [INFO ] [sig       ] FCBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:53.930062] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FCBC.txt
[2025-12-15T20:21:53.930207] [INFO ] [sig       ] [1198/3591] Completed FCBC in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:53.930247] [INFO ] [sig       ] [1199/3591] Forecasting FCCO...
[2025-12-15T20:21:53.930277] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-15T20:21:53.930307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-15T20:21:53.941908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-15T20:21:53.942353] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-15T20:21:53.943328] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-15T20:21:53.943382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:53.943414] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:53.943440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:53.943496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:53.999621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:54.000475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:54.000560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:54.000612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:54.120934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:54.121090] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:21:54.121129] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:54.121157] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:54.124471] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-15T20:21:54.124755] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-15T20:21:54.124885] [INFO ] [sig       ] FCCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:54.269850] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FCCO.txt
[2025-12-15T20:21:54.270036] [INFO ] [sig       ] [1199/3591] Completed FCCO in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:54.270083] [INFO ] [sig       ] [1200/3591] Forecasting FCEL...
[2025-12-15T20:21:54.270114] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-15T20:21:54.270143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-15T20:21:54.281684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-15T20:21:54.282061] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-15T20:21:54.282830] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-15T20:21:54.282880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:54.282912] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:54.282938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:54.282993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:54.341063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:54.341880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:54.341965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:54.341997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:54.464412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:54.464568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:54.464628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:54.464656] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:54.468076] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-15T20:21:54.468552] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-15T20:21:54.468703] [INFO ] [sig       ] FCEL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:54.609715] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FCEL.txt
[2025-12-15T20:21:54.609848] [INFO ] [sig       ] [1200/3591] Completed FCEL in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:54.609895] [INFO ] [sig       ] [1201/3591] Forecasting FCF...
[2025-12-15T20:21:54.609932] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-15T20:21:54.609966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-15T20:21:54.621750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-15T20:21:54.622109] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-15T20:21:54.622919] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-15T20:21:54.622970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:54.623002] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:54.623028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:54.623084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:54.678603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:54.679485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:54.679567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:54.679619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:54.800784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:54.800948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:54.800999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:54.801034] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:54.804429] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=84.64%)
[2025-12-15T20:21:54.804722] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-15T20:21:54.804855] [INFO ] [sig       ] FCF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:54.947155] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FCF.txt
[2025-12-15T20:21:54.947285] [INFO ] [sig       ] [1201/3591] Completed FCF in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:54.947324] [INFO ] [sig       ] [1202/3591] Forecasting FCFS...
[2025-12-15T20:21:54.947359] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-15T20:21:54.947389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-15T20:21:54.960502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-15T20:21:54.961021] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-15T20:21:54.962036] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-15T20:21:54.962096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:54.962300] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:54.962335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:54.962409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:55.019448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:55.020343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:55.020436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:55.020468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:55.140113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:55.140275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:55.140314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:55.140341] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:55.143681] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=33.97%)
[2025-12-15T20:21:55.143960] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-15T20:21:55.144084] [INFO ] [sig       ] FCFS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:55.288817] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FCFS.txt
[2025-12-15T20:21:55.289027] [INFO ] [sig       ] [1202/3591] Completed FCFS in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:55.289084] [INFO ] [sig       ] [1203/3591] Forecasting FCN...
[2025-12-15T20:21:55.289124] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-15T20:21:55.289165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-15T20:21:55.301913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-15T20:21:55.302449] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-15T20:21:55.303216] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-15T20:21:55.303267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:55.303297] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:55.303324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:55.303380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:55.359015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:55.359858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:55.359994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:55.360038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:55.477743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:55.477897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:55.477935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:55.477962] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:55.481240] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=51.77%)
[2025-12-15T20:21:55.481512] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-15T20:21:55.481651] [INFO ] [sig       ] FCN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:55.619256] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FCN.txt
[2025-12-15T20:21:55.619392] [INFO ] [sig       ] [1203/3591] Completed FCN in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-15T20:21:55.619432] [INFO ] [sig       ] [1204/3591] Forecasting FCNCA...
[2025-12-15T20:21:55.619462] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-15T20:21:55.619492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-15T20:21:55.630281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-15T20:21:55.630611] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-15T20:21:55.631339] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-15T20:21:55.631390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:55.631421] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:55.631447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:55.631504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:55.687676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:55.688531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:55.688635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:55.688671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:55.806215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:55.806365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:55.806405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:55.806433] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:55.809868] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=74.58%)
[2025-12-15T20:21:55.810136] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-15T20:21:55.810257] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:55.948809] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FCNCA.txt
[2025-12-15T20:21:55.948955] [INFO ] [sig       ] [1204/3591] Completed FCNCA in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-15T20:21:55.949001] [INFO ] [sig       ] [1205/3591] Forecasting FCNCO...
[2025-12-15T20:21:55.949031] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-15T20:21:55.949060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-15T20:21:55.960020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-15T20:21:55.960445] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-15T20:21:55.961263] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-15T20:21:55.961315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:55.961346] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:55.961373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:55.961428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:56.018817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:56.019775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:56.019881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:56.019924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:56.138181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:56.138347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:56.138392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:56.138447] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:56.142491] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=77.75%)
[2025-12-15T20:21:56.142826] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-15T20:21:56.143011] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:56.294840] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FCNCO.txt
[2025-12-15T20:21:56.295033] [INFO ] [sig       ] [1205/3591] Completed FCNCO in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-15T20:21:56.295087] [INFO ] [sig       ] [1206/3591] Forecasting FCNCP...
[2025-12-15T20:21:56.295131] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-15T20:21:56.295175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-15T20:21:56.306994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-15T20:21:56.307353] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-15T20:21:56.308262] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-15T20:21:56.308318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:56.308361] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:56.308396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:56.308456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:56.375169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:56.376050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:56.376132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:56.376165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:56.479602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:56.479769] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:21:56.479811] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:56.479841] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:56.483668] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=35.39%)
[2025-12-15T20:21:56.483951] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-15T20:21:56.484081] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:56.628132] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FCNCP.txt
[2025-12-15T20:21:56.628289] [INFO ] [sig       ] [1206/3591] Completed FCNCP in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-15T20:21:56.628330] [INFO ] [sig       ] [1207/3591] Forecasting FCTE...
[2025-12-15T20:21:56.628361] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-15T20:21:56.628390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-15T20:21:56.640543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-15T20:21:56.640929] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-15T20:21:56.641716] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-15T20:21:56.641769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:56.641800] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:56.641828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:56.641885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:56.701713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:56.702527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:56.702627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:56.702696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:56.819852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:56.820004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:56.820044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:56.820071] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:56.823318] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=71.24%)
[2025-12-15T20:21:56.823602] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-15T20:21:56.823724] [INFO ] [sig       ] FCTE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:56.964852] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FCTE.txt
[2025-12-15T20:21:56.965003] [INFO ] [sig       ] [1207/3591] Completed FCTE in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-15T20:21:56.965044] [INFO ] [sig       ] [1208/3591] Forecasting FCX...
[2025-12-15T20:21:56.965074] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-15T20:21:56.965104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-15T20:21:56.976055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-15T20:21:56.976421] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-15T20:21:56.977207] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-15T20:21:56.977259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:56.977292] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:56.977319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:56.977377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:57.034590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:57.035429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:57.035526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:57.035565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:57.166599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:57.166759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:57.166799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:57.166828] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:57.170348] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=69.86%)
[2025-12-15T20:21:57.170702] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-15T20:21:57.170839] [INFO ] [sig       ] FCX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:57.309409] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FCX.txt
[2025-12-15T20:21:57.309562] [INFO ] [sig       ] [1208/3591] Completed FCX in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-15T20:21:57.309620] [INFO ] [sig       ] [1209/3591] Forecasting FDBC...
[2025-12-15T20:21:57.309649] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-15T20:21:57.309679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-15T20:21:57.319482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-15T20:21:57.319854] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-15T20:21:57.320668] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-15T20:21:57.320720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:57.320751] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:57.320814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:57.320873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:57.376984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:57.377925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:57.378020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:57.378053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:57.492977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:57.493173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:57.493228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:57.493268] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:57.498115] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=69.06%)
[2025-12-15T20:21:57.498625] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-15T20:21:57.498803] [INFO ] [sig       ] FDBC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:57.640540] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FDBC.txt
[2025-12-15T20:21:57.640717] [INFO ] [sig       ] [1209/3591] Completed FDBC in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-15T20:21:57.640759] [INFO ] [sig       ] [1210/3591] Forecasting FDIF...
[2025-12-15T20:21:57.640787] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-15T20:21:57.640817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-15T20:21:57.651862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-15T20:21:57.652219] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-15T20:21:57.652985] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-15T20:21:57.653063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:57.653095] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:57.653123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:57.653328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:57.710336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:57.711149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:57.711235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:57.711267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:57.813349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:57.813504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:57.813544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:57.813589] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:57.816891] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2025-12-15T20:21:57.817192] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-15T20:21:57.817311] [INFO ] [sig       ] FDIF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:57.954342] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FDIF.txt
[2025-12-15T20:21:57.954482] [INFO ] [sig       ] [1210/3591] Completed FDIF in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-15T20:21:57.954523] [INFO ] [sig       ] [1211/3591] Forecasting FDIG...
[2025-12-15T20:21:57.954551] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-15T20:21:57.954597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-15T20:21:57.965770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-15T20:21:57.966132] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-15T20:21:57.967135] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-15T20:21:57.967186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:57.967218] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:57.967245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:57.967303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:58.024049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:58.024807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:58.024888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:58.024925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:58.140733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:58.140889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:58.140929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:58.140958] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:58.144238] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-15T20:21:58.144507] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-15T20:21:58.144646] [INFO ] [sig       ] FDIG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:58.284929] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FDIG.txt
[2025-12-15T20:21:58.285084] [INFO ] [sig       ] [1211/3591] Completed FDIG in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:21:58.285126] [INFO ] [sig       ] [1212/3591] Forecasting FDP...
[2025-12-15T20:21:58.285155] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-15T20:21:58.285185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-15T20:21:58.296222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-15T20:21:58.296622] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-15T20:21:58.297367] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-15T20:21:58.297419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:58.297450] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:58.297476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:58.297531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:58.352523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:58.353311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:58.353392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:58.353424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:58.478179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:58.478339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:58.478380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:58.478411] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:58.481933] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-15T20:21:58.482277] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-15T20:21:58.482412] [INFO ] [sig       ] FDP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:58.626072] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FDP.txt
[2025-12-15T20:21:58.626200] [INFO ] [sig       ] [1212/3591] Completed FDP in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:21:58.626238] [INFO ] [sig       ] [1213/3591] Forecasting FDS...
[2025-12-15T20:21:58.626270] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-15T20:21:58.626305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-15T20:21:58.637790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-15T20:21:58.638133] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-15T20:21:58.638894] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-15T20:21:58.638968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:58.639003] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:58.639029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:58.639084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:58.695047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:58.695764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:58.695842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:58.695874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:58.814184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:58.814312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:58.814378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:58.814408] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:58.817654] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2025-12-15T20:21:58.817918] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-15T20:21:58.818036] [INFO ] [sig       ] FDS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:58.957016] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FDS.txt
[2025-12-15T20:21:58.957136] [INFO ] [sig       ] [1213/3591] Completed FDS in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:21:58.957174] [INFO ] [sig       ] [1214/3591] Forecasting FDTX...
[2025-12-15T20:21:58.957205] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-15T20:21:58.957234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-15T20:21:58.968073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-15T20:21:58.968396] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-15T20:21:58.969188] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-15T20:21:58.969240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:58.969270] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:58.969296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:58.969351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:59.024597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:59.025452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:59.025535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:59.025568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:59.153932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:59.154093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:59.154133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:59.154160] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:59.157477] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-15T20:21:59.157764] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-15T20:21:59.157885] [INFO ] [sig       ] FDTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:21:59.301553] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FDTX.txt
[2025-12-15T20:21:59.301727] [INFO ] [sig       ] [1214/3591] Completed FDTX in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:21:59.301769] [INFO ] [sig       ] [1215/3591] Forecasting FDUS...
[2025-12-15T20:21:59.301798] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-15T20:21:59.301829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-15T20:21:59.312651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-15T20:21:59.312970] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-15T20:21:59.313740] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-15T20:21:59.313790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:59.313821] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:59.313848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:59.313903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:59.369094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:59.369956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:59.370041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:59.370075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:59.498341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:59.498491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:59.498534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:59.498562] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:59.501894] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-12-15T20:21:59.502165] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-15T20:21:59.502468] [INFO ] [sig       ] FDUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:21:59.644495] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FDUS.txt
[2025-12-15T20:21:59.644695] [INFO ] [sig       ] [1215/3591] Completed FDUS in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:21:59.644755] [INFO ] [sig       ] [1216/3591] Forecasting FDX...
[2025-12-15T20:21:59.644790] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-15T20:21:59.644820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-15T20:21:59.656468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-15T20:21:59.656860] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-15T20:21:59.657730] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-15T20:21:59.657783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:21:59.657814] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:21:59.657842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:21:59.657900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:21:59.714992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:21:59.715813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:21:59.715895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:21:59.715930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:21:59.845694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:21:59.845851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:21:59.845892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:21:59.845921] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:21:59.849789] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=25.44%)
[2025-12-15T20:21:59.850060] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-15T20:21:59.850189] [INFO ] [sig       ] FDX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:00.017995] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FDX.txt
[2025-12-15T20:22:00.018198] [INFO ] [sig       ] [1216/3591] Completed FDX in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:22:00.018265] [INFO ] [sig       ] [1217/3591] Forecasting FE...
[2025-12-15T20:22:00.018316] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-15T20:22:00.018403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-15T20:22:00.031478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-15T20:22:00.031876] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-15T20:22:00.032657] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-15T20:22:00.032708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:00.032740] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:00.032767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:00.032824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:00.088815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:00.089745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:00.089829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:00.089863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:00.212150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:00.212335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:00.212379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:00.213114] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:00.216989] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=78.65%)
[2025-12-15T20:22:00.217307] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-15T20:22:00.217450] [INFO ] [sig       ] FE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:00.367641] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FE.txt
[2025-12-15T20:22:00.367787] [INFO ] [sig       ] [1217/3591] Completed FE in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:22:00.367830] [INFO ] [sig       ] [1218/3591] Forecasting FEIM...
[2025-12-15T20:22:00.367860] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-15T20:22:00.367890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-15T20:22:00.379394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-15T20:22:00.379791] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-15T20:22:00.380791] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-15T20:22:00.380844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:00.380875] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:00.380901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:00.380956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:00.439155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:00.440056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:00.440140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:00.440175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:00.566037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:00.566204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:00.566244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:00.566274] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:00.569884] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-15T20:22:00.570160] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-15T20:22:00.570286] [INFO ] [sig       ] FEIM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:00.718615] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FEIM.txt
[2025-12-15T20:22:00.718779] [INFO ] [sig       ] [1218/3591] Completed FEIM in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:22:00.718823] [INFO ] [sig       ] [1219/3591] Forecasting FELE...
[2025-12-15T20:22:00.718855] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-15T20:22:00.718892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-15T20:22:00.734009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-15T20:22:00.734522] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-15T20:22:00.735729] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-15T20:22:00.735796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:00.735846] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:00.735892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:00.735982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:00.797130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:00.797927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:00.798009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:00.798043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:00.916322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:00.916473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:00.916513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:00.916542] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:00.919866] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=35.65%)
[2025-12-15T20:22:00.920140] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-15T20:22:00.920260] [INFO ] [sig       ] FELE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:01.059187] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FELE.txt
[2025-12-15T20:22:01.059325] [INFO ] [sig       ] [1219/3591] Completed FELE in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:22:01.059364] [INFO ] [sig       ] [1220/3591] Forecasting FEM...
[2025-12-15T20:22:01.059395] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-15T20:22:01.059425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-15T20:22:01.071173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-15T20:22:01.071615] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-15T20:22:01.072490] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-15T20:22:01.072553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:01.072609] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:01.072638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:01.072695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:01.133990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:01.135049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:01.135147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:01.135182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:01.257529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:01.257721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:01.257764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:01.257794] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:01.261448] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-15T20:22:01.261779] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-15T20:22:01.261917] [INFO ] [sig       ] FEM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:01.409742] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FEM.txt
[2025-12-15T20:22:01.409903] [INFO ] [sig       ] [1220/3591] Completed FEM in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:22:01.409946] [INFO ] [sig       ] [1221/3591] Forecasting FEMB...
[2025-12-15T20:22:01.409980] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-15T20:22:01.410012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-15T20:22:01.421876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-15T20:22:01.422254] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-15T20:22:01.423067] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-15T20:22:01.423120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:01.423154] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:01.423181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:01.423239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:01.480551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:01.481449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:01.481536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:01.481589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:01.610660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:01.610820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:01.610862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:01.610892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:01.614511] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-15T20:22:01.614844] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-15T20:22:01.614975] [INFO ] [sig       ] FEMB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:01.764453] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FEMB.txt
[2025-12-15T20:22:01.764635] [INFO ] [sig       ] [1221/3591] Completed FEMB in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-15T20:22:01.764682] [INFO ] [sig       ] [1222/3591] Forecasting FEMS...
[2025-12-15T20:22:01.764715] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-15T20:22:01.764747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-15T20:22:01.776476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-15T20:22:01.776966] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-15T20:22:01.777897] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-15T20:22:01.777967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:01.778001] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:01.778030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:01.778108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:01.837265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:01.838167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:01.838258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:01.838292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:01.966018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:01.966183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:01.966226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:01.966255] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:01.969857] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2025-12-15T20:22:01.970197] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-15T20:22:01.970334] [INFO ] [sig       ] FEMS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:02.117914] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FEMS.txt
[2025-12-15T20:22:02.118085] [INFO ] [sig       ] [1222/3591] Completed FEMS in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-15T20:22:02.118131] [INFO ] [sig       ] [1223/3591] Forecasting FEP...
[2025-12-15T20:22:02.118164] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-15T20:22:02.118196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-15T20:22:02.130299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-15T20:22:02.130722] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-15T20:22:02.131562] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-15T20:22:02.131638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:02.131671] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:02.131700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:02.131757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:02.191489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:02.192432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:02.192519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:02.192555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:02.315058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:02.315232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:02.315281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:02.315324] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:02.319273] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=85.15%)
[2025-12-15T20:22:02.319587] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-15T20:22:02.319748] [INFO ] [sig       ] FEP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:02.467756] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FEP.txt
[2025-12-15T20:22:02.467910] [INFO ] [sig       ] [1223/3591] Completed FEP in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-15T20:22:02.467953] [INFO ] [sig       ] [1224/3591] Forecasting FEPI...
[2025-12-15T20:22:02.467985] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-15T20:22:02.468017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-15T20:22:02.479713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-15T20:22:02.480104] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-15T20:22:02.480968] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-15T20:22:02.481027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:02.481080] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:02.481119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:02.481210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:02.539966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:02.540814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:02.540899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:02.540932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:02.666765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:02.666923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:02.666963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:02.666993] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:02.670441] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2025-12-15T20:22:02.670745] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-15T20:22:02.670875] [INFO ] [sig       ] FEPI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:02.826019] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FEPI.txt
[2025-12-15T20:22:02.826254] [INFO ] [sig       ] [1224/3591] Completed FEPI in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-15T20:22:02.826332] [INFO ] [sig       ] [1225/3591] Forecasting FERG...
[2025-12-15T20:22:02.826366] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-15T20:22:02.826400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-15T20:22:02.840882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-15T20:22:02.841287] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-15T20:22:02.842192] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-15T20:22:02.842247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:02.842281] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:02.842314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:02.842372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:02.899265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:02.900191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:02.900310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:02.900346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:03.028675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:03.028842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:03.028886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:03.028915] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:03.032380] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-15T20:22:03.032677] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-15T20:22:03.032806] [INFO ] [sig       ] FERG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:03.170915] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FERG.txt
[2025-12-15T20:22:03.171061] [INFO ] [sig       ] [1225/3591] Completed FERG in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-15T20:22:03.171113] [INFO ] [sig       ] [1226/3591] Forecasting FEX...
[2025-12-15T20:22:03.171145] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-15T20:22:03.171175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-15T20:22:03.182811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-15T20:22:03.183155] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-15T20:22:03.183925] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-15T20:22:03.183977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:03.184009] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:03.184036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:03.184104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:03.239799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:03.240424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:03.240501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:03.240533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:03.349024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:03.349201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:03.349238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:03.349266] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:03.352684] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2025-12-15T20:22:03.352983] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-15T20:22:03.353117] [INFO ] [sig       ] FEX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:03.506329] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FEX.txt
[2025-12-15T20:22:03.506481] [INFO ] [sig       ] [1226/3591] Completed FEX in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-15T20:22:03.506525] [INFO ] [sig       ] [1227/3591] Forecasting FF...
[2025-12-15T20:22:03.506554] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-15T20:22:03.506605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-15T20:22:03.517532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-15T20:22:03.517959] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-15T20:22:03.518802] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-15T20:22:03.518856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:03.518888] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:03.518915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:03.519002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:03.577197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:03.578053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:03.578141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:03.578174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:03.709147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:03.709319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:03.709364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:03.709394] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:03.712981] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2025-12-15T20:22:03.713301] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-15T20:22:03.713449] [INFO ] [sig       ] FF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:03.853841] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FF.txt
[2025-12-15T20:22:03.853971] [INFO ] [sig       ] [1227/3591] Completed FF in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-15T20:22:03.854010] [INFO ] [sig       ] [1228/3591] Forecasting FFA...
[2025-12-15T20:22:03.854040] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-15T20:22:03.854070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-15T20:22:03.865085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-15T20:22:03.865414] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-15T20:22:03.866205] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-15T20:22:03.866257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:03.866290] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:03.866318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:03.866375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:03.922963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:03.923609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:03.923687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:03.923720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:04.039265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:04.039390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:04.039429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:04.039458] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:04.042832] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=78.53%)
[2025-12-15T20:22:04.043110] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-15T20:22:04.043268] [INFO ] [sig       ] FFA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:04.187936] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FFA.txt
[2025-12-15T20:22:04.188058] [INFO ] [sig       ] [1228/3591] Completed FFA in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-15T20:22:04.188104] [INFO ] [sig       ] [1229/3591] Forecasting FFBC...
[2025-12-15T20:22:04.188137] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-15T20:22:04.188168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-15T20:22:04.199314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-15T20:22:04.199648] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-15T20:22:04.200539] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-15T20:22:04.200614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:04.200648] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:04.200678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:04.200742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:04.257771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:04.258362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:04.258449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:04.258484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:04.377375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:04.377532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:04.377589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:04.377636] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:04.381003] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=41.42%)
[2025-12-15T20:22:04.381317] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-15T20:22:04.381452] [INFO ] [sig       ] FFBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:04.525839] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FFBC.txt
[2025-12-15T20:22:04.525968] [INFO ] [sig       ] [1229/3591] Completed FFBC in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:04.526008] [INFO ] [sig       ] [1230/3591] Forecasting FFC...
[2025-12-15T20:22:04.526037] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-15T20:22:04.526067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-15T20:22:04.536984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-15T20:22:04.537322] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-15T20:22:04.538083] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-15T20:22:04.538141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:04.538179] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:04.538212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:04.538280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:04.594072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:04.594726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:04.594804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:04.594835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:04.713797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:04.713965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:04.714005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:04.714033] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:04.717609] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-12-15T20:22:04.717872] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-15T20:22:04.717990] [INFO ] [sig       ] FFC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:04.856355] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FFC.txt
[2025-12-15T20:22:04.856477] [INFO ] [sig       ] [1230/3591] Completed FFC in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:04.856515] [INFO ] [sig       ] [1231/3591] Forecasting FFIC...
[2025-12-15T20:22:04.856543] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-15T20:22:04.856589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-15T20:22:04.867849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-15T20:22:04.868194] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-15T20:22:04.868992] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-15T20:22:04.869045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:04.869077] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:04.869104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:04.869173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:04.926333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:04.927139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:04.927232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:04.927265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:05.049779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:05.049925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:05.049963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:05.049991] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:05.053661] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-15T20:22:05.053921] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-15T20:22:05.054039] [INFO ] [sig       ] FFIC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:05.191685] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FFIC.txt
[2025-12-15T20:22:05.191807] [INFO ] [sig       ] [1231/3591] Completed FFIC in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:05.191847] [INFO ] [sig       ] [1232/3591] Forecasting FFIN...
[2025-12-15T20:22:05.191877] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-15T20:22:05.191906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-15T20:22:05.202333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-15T20:22:05.202687] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-15T20:22:05.203481] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-15T20:22:05.203533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:05.203565] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:05.203624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:05.203686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:05.259990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:05.260617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:05.260695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:05.260727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:05.376799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:05.376942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:05.376980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:05.377007] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:05.380349] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2025-12-15T20:22:05.380626] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-15T20:22:05.380746] [INFO ] [sig       ] FFIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:05.519542] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FFIN.txt
[2025-12-15T20:22:05.519687] [INFO ] [sig       ] [1232/3591] Completed FFIN in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:05.519728] [INFO ] [sig       ] [1233/3591] Forecasting FFWM...
[2025-12-15T20:22:05.519757] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-15T20:22:05.519786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-15T20:22:05.530306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-15T20:22:05.530635] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-15T20:22:05.531369] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-15T20:22:05.531419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:05.531463] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:05.531492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:05.531548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:05.588196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:05.589124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:05.589224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:05.589260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:05.707223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:05.707375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:05.707413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:05.707442] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:05.710728] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2025-12-15T20:22:05.710991] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-15T20:22:05.711111] [INFO ] [sig       ] FFWM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:05.851376] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FFWM.txt
[2025-12-15T20:22:05.851526] [INFO ] [sig       ] [1233/3591] Completed FFWM in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:05.851617] [INFO ] [sig       ] [1234/3591] Forecasting FG...
[2025-12-15T20:22:05.851649] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-15T20:22:05.851679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-15T20:22:05.862493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-15T20:22:05.862822] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-15T20:22:05.863632] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-15T20:22:05.863683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:05.863714] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:05.863741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:05.863798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:05.918968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:05.919615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:05.919692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:05.919723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:06.035728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:06.035864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:06.035903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:06.035931] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:06.039130] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-15T20:22:06.039390] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-15T20:22:06.039508] [INFO ] [sig       ] FG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:06.175129] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FG.txt
[2025-12-15T20:22:06.175250] [INFO ] [sig       ] [1234/3591] Completed FG in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:06.175288] [INFO ] [sig       ] [1235/3591] Forecasting FGEN...
[2025-12-15T20:22:06.175317] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-15T20:22:06.175346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-15T20:22:06.186327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-15T20:22:06.186698] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-15T20:22:06.187473] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-15T20:22:06.187524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:06.187555] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:06.187604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:06.187662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:06.243019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:06.243719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:06.243796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:06.243827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:06.359672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:06.359821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:06.359859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:06.359887] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:06.363165] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-15T20:22:06.363433] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-15T20:22:06.363554] [INFO ] [sig       ] FGEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:06.500931] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FGEN.txt
[2025-12-15T20:22:06.501077] [INFO ] [sig       ] [1235/3591] Completed FGEN in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:06.501118] [INFO ] [sig       ] [1236/3591] Forecasting FHB...
[2025-12-15T20:22:06.501147] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-15T20:22:06.501177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-15T20:22:06.511816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-15T20:22:06.512184] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-15T20:22:06.512954] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-15T20:22:06.513004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:06.513035] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:06.513062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:06.513118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:06.568142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:06.568803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:06.568880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:06.568913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:06.689516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:06.689681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:06.689721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:06.689750] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:06.693154] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=41.92%)
[2025-12-15T20:22:06.693433] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-15T20:22:06.693558] [INFO ] [sig       ] FHB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:06.838716] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FHB.txt
[2025-12-15T20:22:06.838847] [INFO ] [sig       ] [1236/3591] Completed FHB in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:06.838887] [INFO ] [sig       ] [1237/3591] Forecasting FHI...
[2025-12-15T20:22:06.838918] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-15T20:22:06.838990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-15T20:22:06.849872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-15T20:22:06.850212] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-15T20:22:06.851161] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-15T20:22:06.851214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:06.851246] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:06.851302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:06.851363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:06.913703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:06.914374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:06.914454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:06.914487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:07.033158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:07.033304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:07.033345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:07.033373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:07.036654] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=77.14%)
[2025-12-15T20:22:07.036917] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-15T20:22:07.037036] [INFO ] [sig       ] FHI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:07.174167] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FHI.txt
[2025-12-15T20:22:07.174304] [INFO ] [sig       ] [1237/3591] Completed FHI in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:07.174344] [INFO ] [sig       ] [1238/3591] Forecasting FHN...
[2025-12-15T20:22:07.174373] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-15T20:22:07.174402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-15T20:22:07.185750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-15T20:22:07.186120] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-15T20:22:07.186909] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-15T20:22:07.186959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:07.186991] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:07.187017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:07.187072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:07.242654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:07.243453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:07.243536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:07.243570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:07.368247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:07.368416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:07.368454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:07.368482] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:07.372388] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=43.69%)
[2025-12-15T20:22:07.372759] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-15T20:22:07.372903] [INFO ] [sig       ] FHN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:07.518804] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FHN.txt
[2025-12-15T20:22:07.518995] [INFO ] [sig       ] [1238/3591] Completed FHN in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-15T20:22:07.519043] [INFO ] [sig       ] [1239/3591] Forecasting FHTX...
[2025-12-15T20:22:07.519073] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-15T20:22:07.519104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-15T20:22:07.532010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-15T20:22:07.532464] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-15T20:22:07.533430] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-15T20:22:07.533493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:07.533536] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:07.533609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:07.533694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:07.599535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:07.600466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:07.600552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:07.600604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:07.723306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:07.723461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:07.723501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:07.723530] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:07.726820] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-15T20:22:07.727085] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-15T20:22:07.727204] [INFO ] [sig       ] FHTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:07.865858] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FHTX.txt
[2025-12-15T20:22:07.865999] [INFO ] [sig       ] [1239/3591] Completed FHTX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-15T20:22:07.866038] [INFO ] [sig       ] [1240/3591] Forecasting FIBK...
[2025-12-15T20:22:07.866068] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-15T20:22:07.866098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-15T20:22:07.876797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-15T20:22:07.877127] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-15T20:22:07.877888] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-15T20:22:07.877938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:07.877969] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:07.877996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:07.878055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:07.933137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:07.933940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:07.934021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:07.934055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:08.051236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:08.051394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:08.051435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:08.051481] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:08.054864] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=85.79%)
[2025-12-15T20:22:08.055136] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-15T20:22:08.055263] [INFO ] [sig       ] FIBK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:08.194243] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FIBK.txt
[2025-12-15T20:22:08.194394] [INFO ] [sig       ] [1240/3591] Completed FIBK in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-15T20:22:08.194433] [INFO ] [sig       ] [1241/3591] Forecasting FICO...
[2025-12-15T20:22:08.194463] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-15T20:22:08.194493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-15T20:22:08.206314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-15T20:22:08.206660] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-15T20:22:08.207395] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-15T20:22:08.207446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:08.207477] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:08.207503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:08.207558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:08.267173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:08.268101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:08.268188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:08.268223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:08.390809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:08.390965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:08.391006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:08.391034] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:08.394410] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-15T20:22:08.394693] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-15T20:22:08.394815] [INFO ] [sig       ] FICO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:08.532475] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FICO.txt
[2025-12-15T20:22:08.532631] [INFO ] [sig       ] [1241/3591] Completed FICO in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-15T20:22:08.532674] [INFO ] [sig       ] [1242/3591] Forecasting FICS...
[2025-12-15T20:22:08.532706] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-15T20:22:08.532736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-15T20:22:08.543718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-15T20:22:08.544065] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-15T20:22:08.544821] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-15T20:22:08.544871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:08.544903] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:08.544930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:08.544986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:08.601505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:08.602398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:08.602487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:08.602520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:08.723810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:08.723961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:08.724000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:08.724029] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:08.727323] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=74.03%)
[2025-12-15T20:22:08.727614] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-15T20:22:08.727734] [INFO ] [sig       ] FICS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:08.866686] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FICS.txt
[2025-12-15T20:22:08.866830] [INFO ] [sig       ] [1242/3591] Completed FICS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-15T20:22:08.866871] [INFO ] [sig       ] [1243/3591] Forecasting FID...
[2025-12-15T20:22:08.866902] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-15T20:22:08.866932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-15T20:22:08.877681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-15T20:22:08.878007] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-15T20:22:08.878761] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-15T20:22:08.878811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:08.878842] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:08.878870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:08.878952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:08.933885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:08.934729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:08.934811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:08.934844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:09.052113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:09.052275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:09.052314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:09.052342] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:09.055760] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=48.75%)
[2025-12-15T20:22:09.056076] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-15T20:22:09.056210] [INFO ] [sig       ] FID: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:09.205286] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FID.txt
[2025-12-15T20:22:09.205441] [INFO ] [sig       ] [1243/3591] Completed FID in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-15T20:22:09.205485] [INFO ] [sig       ] [1244/3591] Forecasting FIGS...
[2025-12-15T20:22:09.205518] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-15T20:22:09.205563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-15T20:22:09.216663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-15T20:22:09.217041] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-15T20:22:09.217904] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-15T20:22:09.217956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:09.217989] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:09.218017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:09.218094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:09.276348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:09.277201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:09.277284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:09.277320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:09.402118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:09.402272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:09.402311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:09.402340] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:09.405765] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-12-15T20:22:09.406042] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-15T20:22:09.406167] [INFO ] [sig       ] FIGS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:09.561248] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FIGS.txt
[2025-12-15T20:22:09.561415] [INFO ] [sig       ] [1244/3591] Completed FIGS in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-15T20:22:09.561458] [INFO ] [sig       ] [1245/3591] Forecasting FIHL...
[2025-12-15T20:22:09.561488] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-15T20:22:09.561519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-15T20:22:09.574141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-15T20:22:09.574539] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-15T20:22:09.575348] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-15T20:22:09.575400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:09.575433] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:09.575460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:09.575518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:09.637374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:09.638383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:09.638473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:09.638507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:09.763698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:09.763857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:09.763903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:09.763933] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:09.767888] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-15T20:22:09.768190] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-15T20:22:09.768326] [INFO ] [sig       ] FIHL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:09.908538] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FIHL.txt
[2025-12-15T20:22:09.908721] [INFO ] [sig       ] [1245/3591] Completed FIHL in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-15T20:22:09.908763] [INFO ] [sig       ] [1246/3591] Forecasting FINS...
[2025-12-15T20:22:09.908794] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-15T20:22:09.908823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-15T20:22:09.919916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-15T20:22:09.920334] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-15T20:22:09.921171] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-15T20:22:09.921238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:09.921272] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:09.921300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:09.921357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:09.976683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:09.977532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:09.977637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:09.977671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:10.097910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:10.098058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:10.098098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:10.098127] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:10.101434] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-15T20:22:10.101726] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-15T20:22:10.101850] [INFO ] [sig       ] FINS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:10.260646] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FINS.txt
[2025-12-15T20:22:10.260813] [INFO ] [sig       ] [1246/3591] Completed FINS in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:10.260855] [INFO ] [sig       ] [1247/3591] Forecasting FINX...
[2025-12-15T20:22:10.260886] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-15T20:22:10.260915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-15T20:22:10.272178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-15T20:22:10.272638] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-15T20:22:10.273463] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-15T20:22:10.273514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:10.273545] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:10.273591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:10.273652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:10.331488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:10.332417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:10.332551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:10.332619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:10.447725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:10.447876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:10.447917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:10.447945] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:10.451432] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-15T20:22:10.451734] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-15T20:22:10.451863] [INFO ] [sig       ] FINX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:10.592774] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FINX.txt
[2025-12-15T20:22:10.592930] [INFO ] [sig       ] [1247/3591] Completed FINX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:10.592972] [INFO ] [sig       ] [1248/3591] Forecasting FIP...
[2025-12-15T20:22:10.593001] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-15T20:22:10.593031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-15T20:22:10.603947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-15T20:22:10.604328] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-15T20:22:10.605113] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-15T20:22:10.605165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:10.605196] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:10.605222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:10.605277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:10.660900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:10.661783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:10.661863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:10.661895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:10.783690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:10.783842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:10.783880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:10.783908] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:10.787152] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=38.53%)
[2025-12-15T20:22:10.787423] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-15T20:22:10.787545] [INFO ] [sig       ] FIP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:10.923906] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FIP.txt
[2025-12-15T20:22:10.924060] [INFO ] [sig       ] [1248/3591] Completed FIP in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:10.924110] [INFO ] [sig       ] [1249/3591] Forecasting FIS...
[2025-12-15T20:22:10.924144] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-15T20:22:10.924174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-15T20:22:10.935347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-15T20:22:10.935704] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-15T20:22:10.936455] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-15T20:22:10.936506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:10.936537] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:10.936564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:10.936645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:10.992950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:10.993673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:10.993754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:10.993787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:11.115634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:11.115808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:11.115875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:11.115918] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:11.119297] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-12-15T20:22:11.119567] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-15T20:22:11.119710] [INFO ] [sig       ] FIS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:11.257723] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FIS.txt
[2025-12-15T20:22:11.257888] [INFO ] [sig       ] [1249/3591] Completed FIS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:11.257929] [INFO ] [sig       ] [1250/3591] Forecasting FISI...
[2025-12-15T20:22:11.257960] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-15T20:22:11.257988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-15T20:22:11.269226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-15T20:22:11.269595] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-15T20:22:11.270342] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-15T20:22:11.270393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:11.270425] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:11.270451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:11.270507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:11.327130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:11.328050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:11.328133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:11.328166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:11.447240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:11.447404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:11.447447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:11.447475] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:11.451140] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-15T20:22:11.451439] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-15T20:22:11.451562] [INFO ] [sig       ] FISI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:11.588809] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FISI.txt
[2025-12-15T20:22:11.588996] [INFO ] [sig       ] [1250/3591] Completed FISI in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:11.589040] [INFO ] [sig       ] [1251/3591] Forecasting FITB...
[2025-12-15T20:22:11.589071] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-15T20:22:11.589102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-15T20:22:11.600428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-15T20:22:11.600792] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-15T20:22:11.601589] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-15T20:22:11.601641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:11.601673] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:11.601699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:11.601756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:11.658749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:11.659556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:11.659656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:11.659690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:11.781175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:11.781330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:11.781369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:11.781397] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:11.784769] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-12-15T20:22:11.785064] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-15T20:22:11.785190] [INFO ] [sig       ] FITB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:11.928805] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FITB.txt
[2025-12-15T20:22:11.928987] [INFO ] [sig       ] [1251/3591] Completed FITB in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:11.929046] [INFO ] [sig       ] [1252/3591] Forecasting FITBI...
[2025-12-15T20:22:11.929087] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-15T20:22:11.929130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-15T20:22:11.940320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-15T20:22:11.940651] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-15T20:22:11.941381] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-15T20:22:11.941431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:11.941462] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:11.941489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:11.941545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:12.000409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:12.001254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:12.001336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:12.001368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:12.121746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:12.121892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:12.121931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:12.121961] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:12.125370] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-15T20:22:12.125661] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-15T20:22:12.125798] [INFO ] [sig       ] FITBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:12.264463] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FITBI.txt
[2025-12-15T20:22:12.264629] [INFO ] [sig       ] [1252/3591] Completed FITBI in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:12.264672] [INFO ] [sig       ] [1253/3591] Forecasting FITBO...
[2025-12-15T20:22:12.264704] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-15T20:22:12.264736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-15T20:22:12.275257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-15T20:22:12.275623] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-15T20:22:12.276376] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-15T20:22:12.276428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:12.276460] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:12.276487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:12.276542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:12.331888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:12.332567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:12.332660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:12.332693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:12.458553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:12.458740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:12.458783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:12.458814] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:12.462302] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2025-12-15T20:22:12.462614] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-15T20:22:12.462739] [INFO ] [sig       ] FITBO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:12.604146] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FITBO.txt
[2025-12-15T20:22:12.604275] [INFO ] [sig       ] [1253/3591] Completed FITBO in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:12.604314] [INFO ] [sig       ] [1254/3591] Forecasting FIVE...
[2025-12-15T20:22:12.604344] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-15T20:22:12.604373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-15T20:22:12.615152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-15T20:22:12.615460] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-15T20:22:12.616219] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-15T20:22:12.616271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:12.616327] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:12.616356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:12.616412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:12.673009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:12.673869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:12.673950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:12.673983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:12.800612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:12.800766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:12.800807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:12.800835] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:12.804406] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=30.64%)
[2025-12-15T20:22:12.804723] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-15T20:22:12.804850] [INFO ] [sig       ] FIVE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:12.942517] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FIVE.txt
[2025-12-15T20:22:12.942670] [INFO ] [sig       ] [1254/3591] Completed FIVE in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:12.942713] [INFO ] [sig       ] [1255/3591] Forecasting FIVN...
[2025-12-15T20:22:12.942742] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-15T20:22:12.942772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-15T20:22:12.953356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-15T20:22:12.953728] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-15T20:22:12.954469] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-15T20:22:12.954519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:12.954550] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:12.954603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:12.954663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:13.009705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:13.010600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:13.010684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:13.010717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:13.135242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:13.135394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:13.135433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:13.135462] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:13.138745] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-15T20:22:13.139028] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-15T20:22:13.139151] [INFO ] [sig       ] FIVN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:13.278852] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FIVN.txt
[2025-12-15T20:22:13.279029] [INFO ] [sig       ] [1255/3591] Completed FIVN in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:13.279070] [INFO ] [sig       ] [1256/3591] Forecasting FIX...
[2025-12-15T20:22:13.279098] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-15T20:22:13.279130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-15T20:22:13.290237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-15T20:22:13.290717] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-15T20:22:13.291645] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-15T20:22:13.291699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:13.291744] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:13.291786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:13.291850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:13.350840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:13.351640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:13.351724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:13.351756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:13.480700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:13.480863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:13.480904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:13.480933] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:13.484561] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2025-12-15T20:22:13.484861] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-15T20:22:13.484987] [INFO ] [sig       ] FIX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:13.630324] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FIX.txt
[2025-12-15T20:22:13.630474] [INFO ] [sig       ] [1256/3591] Completed FIX in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-15T20:22:13.630517] [INFO ] [sig       ] [1257/3591] Forecasting FIXD...
[2025-12-15T20:22:13.630547] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-15T20:22:13.630599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-15T20:22:13.641724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-15T20:22:13.642099] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-15T20:22:13.642927] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-15T20:22:13.643034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:13.643075] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:13.643103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:13.643159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:13.702523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:13.703323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:13.703408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:13.703440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:13.826318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:13.826471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:13.826510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:13.826589] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:13.830253] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2025-12-15T20:22:13.830634] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-15T20:22:13.830801] [INFO ] [sig       ] FIXD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:13.972099] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FIXD.txt
[2025-12-15T20:22:13.972228] [INFO ] [sig       ] [1257/3591] Completed FIXD in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-15T20:22:13.972267] [INFO ] [sig       ] [1258/3591] Forecasting FIZZ...
[2025-12-15T20:22:13.972297] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-15T20:22:13.972327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-15T20:22:13.982964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-15T20:22:13.983288] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-15T20:22:13.984046] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-15T20:22:13.984096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:13.984128] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:13.984155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:13.984210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:14.044466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:14.045277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:14.045377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:14.045419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:14.167995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:14.168164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:14.168203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:14.168232] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:14.171605] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-15T20:22:14.171887] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-15T20:22:14.172009] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:14.316057] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FIZZ.txt
[2025-12-15T20:22:14.316213] [INFO ] [sig       ] [1258/3591] Completed FIZZ in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-15T20:22:14.316254] [INFO ] [sig       ] [1259/3591] Forecasting FJP...
[2025-12-15T20:22:14.316284] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-15T20:22:14.316316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-15T20:22:14.326759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-15T20:22:14.327119] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-15T20:22:14.327904] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-15T20:22:14.327955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:14.327985] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:14.328011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:14.328067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:14.384245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:14.385181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:14.385265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:14.385298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:14.499717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:14.499873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:14.499913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:14.499944] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:14.503344] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-15T20:22:14.503637] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-15T20:22:14.503763] [INFO ] [sig       ] FJP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:14.643297] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FJP.txt
[2025-12-15T20:22:14.643434] [INFO ] [sig       ] [1259/3591] Completed FJP in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-15T20:22:14.643474] [INFO ] [sig       ] [1260/3591] Forecasting FLEX...
[2025-12-15T20:22:14.643714] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-15T20:22:14.643749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-15T20:22:14.655265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-15T20:22:14.655650] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-15T20:22:14.656394] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-15T20:22:14.656445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:14.656475] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:14.656502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:14.656558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:14.716520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:14.717422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:14.717507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:14.717540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:14.838484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:14.838655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:14.838695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:14.838724] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:14.842336] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-12-15T20:22:14.842628] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-15T20:22:14.842752] [INFO ] [sig       ] FLEX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:14.983346] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FLEX.txt
[2025-12-15T20:22:14.983491] [INFO ] [sig       ] [1260/3591] Completed FLEX in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-15T20:22:14.983537] [INFO ] [sig       ] [1261/3591] Forecasting FLGC...
[2025-12-15T20:22:14.983586] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-15T20:22:14.983620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-15T20:22:14.995043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-15T20:22:14.995390] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-15T20:22:14.996360] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-15T20:22:14.996410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:14.996440] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:14.996466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:14.996728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:15.054013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:15.054843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:15.054919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:15.054951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:15.182702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:15.182862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:15.182902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:15.182932] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:15.186300] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-12-15T20:22:15.186595] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-15T20:22:15.186720] [INFO ] [sig       ] FLGC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:15.325528] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FLGC.txt
[2025-12-15T20:22:15.325681] [INFO ] [sig       ] [1261/3591] Completed FLGC in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-15T20:22:15.325722] [INFO ] [sig       ] [1262/3591] Forecasting FLL...
[2025-12-15T20:22:15.325752] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-15T20:22:15.325782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-15T20:22:15.336850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-15T20:22:15.337187] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-15T20:22:15.337986] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-15T20:22:15.338038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:15.338069] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:15.338095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:15.338151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:15.397371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:15.398129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:15.398211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:15.398245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:15.515542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:15.515713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:15.515754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:15.515782] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:15.519117] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-15T20:22:15.519400] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-15T20:22:15.519559] [INFO ] [sig       ] FLL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:15.656270] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FLL.txt
[2025-12-15T20:22:15.656410] [INFO ] [sig       ] [1262/3591] Completed FLL in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-15T20:22:15.656462] [INFO ] [sig       ] [1263/3591] Forecasting FLNC...
[2025-12-15T20:22:15.656501] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-15T20:22:15.656541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-15T20:22:15.670350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-15T20:22:15.670773] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-15T20:22:15.671682] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-15T20:22:15.671746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:15.671791] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:15.671828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:15.671908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:15.739800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:15.741002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:15.741110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:15.741157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:15.873869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:15.874038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:15.874080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:15.874110] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:15.877812] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-15T20:22:15.878095] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-15T20:22:15.878223] [INFO ] [sig       ] FLNC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:16.055860] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FLNC.txt
[2025-12-15T20:22:16.056027] [INFO ] [sig       ] [1263/3591] Completed FLNC in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:16.056073] [INFO ] [sig       ] [1264/3591] Forecasting FLNG...
[2025-12-15T20:22:16.056107] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-15T20:22:16.056153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-15T20:22:16.067319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-15T20:22:16.067899] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-15T20:22:16.068919] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-15T20:22:16.068999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:16.069031] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:16.069060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:16.069121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:16.124751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:16.125604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:16.125720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:16.125754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:16.247376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:16.247561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:16.247697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:16.247739] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:16.252291] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-15T20:22:16.252804] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-15T20:22:16.253000] [INFO ] [sig       ] FLNG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:16.405884] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FLNG.txt
[2025-12-15T20:22:16.406041] [INFO ] [sig       ] [1264/3591] Completed FLNG in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:16.406082] [INFO ] [sig       ] [1265/3591] Forecasting FLO...
[2025-12-15T20:22:16.406113] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-15T20:22:16.406143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-15T20:22:16.417697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-15T20:22:16.418099] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-15T20:22:16.418890] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-15T20:22:16.418959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:16.418991] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:16.419017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:16.419072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:16.474495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:16.475417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:16.475501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:16.475533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:16.596478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:16.596644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:16.596687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:16.596721] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:16.600047] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=83.13%)
[2025-12-15T20:22:16.600317] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-15T20:22:16.600450] [INFO ] [sig       ] FLO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:16.737112] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FLO.txt
[2025-12-15T20:22:16.737247] [INFO ] [sig       ] [1265/3591] Completed FLO in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:16.737286] [INFO ] [sig       ] [1266/3591] Forecasting FLS...
[2025-12-15T20:22:16.737316] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-15T20:22:16.737345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-15T20:22:16.748319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-15T20:22:16.748696] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-15T20:22:16.749567] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-15T20:22:16.749640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:16.749672] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:16.749699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:16.749755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:16.805497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:16.806310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:16.806411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:16.806445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:16.929172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:16.929326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:16.929366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:16.929394] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:16.932790] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=63.21%)
[2025-12-15T20:22:16.933064] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-15T20:22:16.933187] [INFO ] [sig       ] FLS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:17.072023] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FLS.txt
[2025-12-15T20:22:17.072178] [INFO ] [sig       ] [1266/3591] Completed FLS in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:17.072219] [INFO ] [sig       ] [1267/3591] Forecasting FLUX...
[2025-12-15T20:22:17.072249] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-15T20:22:17.072279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-15T20:22:17.083562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-15T20:22:17.083910] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-15T20:22:17.084666] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-15T20:22:17.084716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:17.084748] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:17.084775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:17.084830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:17.144537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:17.145404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:17.145501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:17.145541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:17.270281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:17.270457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:17.270511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:17.270555] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:17.274777] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2025-12-15T20:22:17.275153] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-15T20:22:17.275325] [INFO ] [sig       ] FLUX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:17.433030] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FLUX.txt
[2025-12-15T20:22:17.433272] [INFO ] [sig       ] [1267/3591] Completed FLUX in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:17.433336] [INFO ] [sig       ] [1268/3591] Forecasting FLWS...
[2025-12-15T20:22:17.433378] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-15T20:22:17.433419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-15T20:22:17.445759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-15T20:22:17.446192] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-15T20:22:17.447207] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-15T20:22:17.447270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:17.447324] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:17.447363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:17.447449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:17.511134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:17.512014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:17.512096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:17.512130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:17.637951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:17.638104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:17.638146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:17.638174] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:17.641509] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-15T20:22:17.641790] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-15T20:22:17.641910] [INFO ] [sig       ] FLWS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:17.782499] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FLWS.txt
[2025-12-15T20:22:17.782670] [INFO ] [sig       ] [1268/3591] Completed FLWS in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:17.782711] [INFO ] [sig       ] [1269/3591] Forecasting FLXS...
[2025-12-15T20:22:17.782741] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-15T20:22:17.782772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-15T20:22:17.794495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-15T20:22:17.794939] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-15T20:22:17.795811] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-15T20:22:17.795865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:17.795897] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:17.795926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:17.795988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:17.852606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:17.853449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:17.853531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:17.853563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:17.969850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:17.970007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:17.970046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:17.970074] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:17.973370] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-15T20:22:17.973661] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-15T20:22:17.973789] [INFO ] [sig       ] FLXS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:18.116608] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FLXS.txt
[2025-12-15T20:22:18.116739] [INFO ] [sig       ] [1269/3591] Completed FLXS in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:18.116779] [INFO ] [sig       ] [1270/3591] Forecasting FLYE...
[2025-12-15T20:22:18.116809] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-15T20:22:18.116839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-15T20:22:18.128128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-15T20:22:18.128471] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-15T20:22:18.129472] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-15T20:22:18.129523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:18.129555] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:18.129601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:18.129659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:18.186731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:18.187516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:18.187616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:18.187653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:18.304558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:18.304729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:18.304776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:18.304805] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:18.308136] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-12-15T20:22:18.308420] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-15T20:22:18.308561] [INFO ] [sig       ] FLYE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:18.458344] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FLYE.txt
[2025-12-15T20:22:18.458485] [INFO ] [sig       ] [1270/3591] Completed FLYE in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:18.458525] [INFO ] [sig       ] [1271/3591] Forecasting FMAO...
[2025-12-15T20:22:18.458555] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-15T20:22:18.458601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-15T20:22:18.470212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-15T20:22:18.470591] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-15T20:22:18.471344] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-15T20:22:18.471394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:18.471452] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:18.471480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:18.471536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:18.528166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:18.528963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:18.529044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:18.529078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:18.638553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:18.638718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:18.638757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:18.638787] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:18.642160] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=51.16%)
[2025-12-15T20:22:18.642435] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-15T20:22:18.642600] [INFO ] [sig       ] FMAO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:18.782795] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FMAO.txt
[2025-12-15T20:22:18.782922] [INFO ] [sig       ] [1271/3591] Completed FMAO in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:18.782962] [INFO ] [sig       ] [1272/3591] Forecasting FMB...
[2025-12-15T20:22:18.782997] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-15T20:22:18.783028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-15T20:22:18.793808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-15T20:22:18.794172] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-15T20:22:18.794973] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-15T20:22:18.795025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:18.795057] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:18.795084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:18.795141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:18.852769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:18.853430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:18.853518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:18.853556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:18.979395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:18.979552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:18.979612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:18.979643] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:18.983006] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-12-15T20:22:18.983287] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-15T20:22:18.983414] [INFO ] [sig       ] FMB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:19.124316] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FMB.txt
[2025-12-15T20:22:19.124446] [INFO ] [sig       ] [1272/3591] Completed FMB in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:19.124490] [INFO ] [sig       ] [1273/3591] Forecasting FMBH...
[2025-12-15T20:22:19.124520] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-15T20:22:19.124549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-15T20:22:19.135243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-15T20:22:19.135621] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-15T20:22:19.136391] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-15T20:22:19.136442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:19.136472] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:19.136499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:19.136555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:19.192100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:19.192849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:19.192929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:19.192961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:19.312018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:19.312164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:19.312203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:19.312231] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:19.315482] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=80.65%)
[2025-12-15T20:22:19.315775] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-15T20:22:19.315895] [INFO ] [sig       ] FMBH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:19.478127] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FMBH.txt
[2025-12-15T20:22:19.478287] [INFO ] [sig       ] [1273/3591] Completed FMBH in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-15T20:22:19.478326] [INFO ] [sig       ] [1274/3591] Forecasting FMC...
[2025-12-15T20:22:19.478356] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-15T20:22:19.478388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-15T20:22:19.490319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-15T20:22:19.490678] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-15T20:22:19.491458] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-15T20:22:19.491521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:19.491559] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:19.491623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:19.491682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:19.548878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:19.549555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:19.549661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:19.549695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:19.676274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:19.676420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:19.676461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:19.676523] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:19.680017] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-15T20:22:19.680294] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-15T20:22:19.680424] [INFO ] [sig       ] FMC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:19.824727] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FMC.txt
[2025-12-15T20:22:19.824881] [INFO ] [sig       ] [1274/3591] Completed FMC in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-15T20:22:19.824925] [INFO ] [sig       ] [1275/3591] Forecasting FMHI...
[2025-12-15T20:22:19.824955] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-15T20:22:19.824986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-15T20:22:19.835923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-15T20:22:19.836277] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-15T20:22:19.837089] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-15T20:22:19.837142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:19.837174] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:19.837202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:19.837260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:19.896363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:19.897307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:19.897395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:19.897428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:20.030545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:20.030715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:20.030755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:20.030799] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:20.034141] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-15T20:22:20.034411] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-15T20:22:20.034533] [INFO ] [sig       ] FMHI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:20.186513] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FMHI.txt
[2025-12-15T20:22:20.186679] [INFO ] [sig       ] [1275/3591] Completed FMHI in 0.4s | 2.93 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-15T20:22:20.186724] [INFO ] [sig       ] [1276/3591] Forecasting FMN...
[2025-12-15T20:22:20.186756] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-15T20:22:20.186787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-15T20:22:20.198014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-15T20:22:20.198336] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-15T20:22:20.199129] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-15T20:22:20.199180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:20.199212] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:20.199239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:20.199297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:20.256752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:20.257373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:20.257452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:20.257484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:20.375318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:20.375470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:20.375510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:20.375540] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:20.379120] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-15T20:22:20.379388] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-15T20:22:20.379513] [INFO ] [sig       ] FMN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:20.533862] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FMN.txt
[2025-12-15T20:22:20.534013] [INFO ] [sig       ] [1276/3591] Completed FMN in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-15T20:22:20.534052] [INFO ] [sig       ] [1277/3591] Forecasting FMNB...
[2025-12-15T20:22:20.534083] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-15T20:22:20.534113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-15T20:22:20.546027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-15T20:22:20.546340] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-15T20:22:20.547306] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-15T20:22:20.547357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:20.547389] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:20.547417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:20.547474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:20.605369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:20.606004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:20.606081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:20.606125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:20.723928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:20.724087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:20.724136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:20.724170] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:20.728390] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-12-15T20:22:20.728735] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-15T20:22:20.728875] [INFO ] [sig       ] FMNB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:20.868644] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FMNB.txt
[2025-12-15T20:22:20.868779] [INFO ] [sig       ] [1277/3591] Completed FMNB in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-15T20:22:20.868829] [INFO ] [sig       ] [1278/3591] Forecasting FMS...
[2025-12-15T20:22:20.868865] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-15T20:22:20.868901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-15T20:22:20.879416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-15T20:22:20.879768] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-15T20:22:20.880522] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-15T20:22:20.880605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:20.880642] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:20.880669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:20.880724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:20.936079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:20.936707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:20.936784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:20.936815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:21.058943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:21.059079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:21.059117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:21.059145] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:21.062395] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2025-12-15T20:22:21.062682] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-15T20:22:21.062804] [INFO ] [sig       ] FMS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:21.200474] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FMS.txt
[2025-12-15T20:22:21.200609] [INFO ] [sig       ] [1278/3591] Completed FMS in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-15T20:22:21.200651] [INFO ] [sig       ] [1279/3591] Forecasting FMX...
[2025-12-15T20:22:21.200680] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-15T20:22:21.200711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-15T20:22:21.211946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-15T20:22:21.212259] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-15T20:22:21.213025] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-15T20:22:21.213077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:21.213107] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:21.213133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:21.213202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:21.270258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:21.270885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:21.270960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:21.270991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:21.391792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:21.391942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:21.391981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:21.392009] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:21.395281] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-12-15T20:22:21.395555] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-15T20:22:21.395696] [INFO ] [sig       ] FMX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:21.554242] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FMX.txt
[2025-12-15T20:22:21.554397] [INFO ] [sig       ] [1279/3591] Completed FMX in 0.4s | 2.93 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-15T20:22:21.554438] [INFO ] [sig       ] [1280/3591] Forecasting FN...
[2025-12-15T20:22:21.554467] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-15T20:22:21.554499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-15T20:22:21.565611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-15T20:22:21.565959] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-15T20:22:21.566744] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-15T20:22:21.566797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:21.566828] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:21.566856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:21.566914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:21.625745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:21.626368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:21.626443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:21.626474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:21.745449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:21.745611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:21.745652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:21.745681] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:21.748950] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=30.82%)
[2025-12-15T20:22:21.749222] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-15T20:22:21.749344] [INFO ] [sig       ] FN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:21.892277] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FN.txt
[2025-12-15T20:22:21.892402] [INFO ] [sig       ] [1280/3591] Completed FN in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-15T20:22:21.892440] [INFO ] [sig       ] [1281/3591] Forecasting FNB...
[2025-12-15T20:22:21.892470] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-15T20:22:21.892499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-15T20:22:21.903528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-15T20:22:21.903873] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-15T20:22:21.904680] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-15T20:22:21.904743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:21.904775] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:21.904803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:21.904859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:21.961710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:21.962333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:21.962413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:21.962472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:22.082174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:22.082304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:22.082344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:22.082373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:22.085729] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-12-15T20:22:22.085996] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-15T20:22:22.086115] [INFO ] [sig       ] FNB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:22.223037] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FNB.txt
[2025-12-15T20:22:22.223164] [INFO ] [sig       ] [1281/3591] Completed FNB in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:22.223204] [INFO ] [sig       ] [1282/3591] Forecasting FND...
[2025-12-15T20:22:22.223233] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-15T20:22:22.223263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-15T20:22:22.233717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-15T20:22:22.234056] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-15T20:22:22.234830] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-15T20:22:22.234882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:22.234913] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:22.234940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:22.234998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:22.290300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:22.290942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:22.291021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:22.291052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:22.405224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:22.405367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:22.405406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:22.405435] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:22.409092] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-15T20:22:22.409366] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-15T20:22:22.409485] [INFO ] [sig       ] FND: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:22.549343] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FND.txt
[2025-12-15T20:22:22.549499] [INFO ] [sig       ] [1282/3591] Completed FND in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:22.549549] [INFO ] [sig       ] [1283/3591] Forecasting FNF...
[2025-12-15T20:22:22.549607] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-15T20:22:22.549645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-15T20:22:22.561302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-15T20:22:22.561705] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-15T20:22:22.562457] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-15T20:22:22.562509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:22.562539] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:22.562565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:22.562649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:22.618756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:22.619628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:22.619713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:22.619746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:22.736524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:22.736842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:22.736888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:22.736918] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:22.740736] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-15T20:22:22.741009] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-15T20:22:22.741143] [INFO ] [sig       ] FNF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:22.880306] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FNF.txt
[2025-12-15T20:22:22.880423] [INFO ] [sig       ] [1283/3591] Completed FNF in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:22.880461] [INFO ] [sig       ] [1284/3591] Forecasting FNKO...
[2025-12-15T20:22:22.880490] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-15T20:22:22.880521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-15T20:22:22.892505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-15T20:22:22.892844] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-15T20:22:22.893621] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-15T20:22:22.893671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:22.893701] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:22.893727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:22.893789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:22.950883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:22.951505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:22.951606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:22.951640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:23.067957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:23.068129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:23.068167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:23.068195] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:23.071488] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-15T20:22:23.071788] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-15T20:22:23.071914] [INFO ] [sig       ] FNKO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:23.210858] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FNKO.txt
[2025-12-15T20:22:23.211072] [INFO ] [sig       ] [1284/3591] Completed FNKO in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:23.211117] [INFO ] [sig       ] [1285/3591] Forecasting FNLC...
[2025-12-15T20:22:23.211146] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-15T20:22:23.211177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-15T20:22:23.221800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-15T20:22:23.222138] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-15T20:22:23.222944] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-15T20:22:23.222996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:23.223026] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:23.223052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:23.223107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:23.280742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:23.281411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:23.281489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:23.281521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:23.385643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:23.385790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:23.385833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:23.385864] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:23.389214] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-12-15T20:22:23.389485] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-15T20:22:23.389650] [INFO ] [sig       ] FNLC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:23.535069] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FNLC.txt
[2025-12-15T20:22:23.535196] [INFO ] [sig       ] [1285/3591] Completed FNLC in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:23.535235] [INFO ] [sig       ] [1286/3591] Forecasting FNX...
[2025-12-15T20:22:23.535276] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-15T20:22:23.535306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-15T20:22:23.546167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-15T20:22:23.546498] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-15T20:22:23.547251] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-15T20:22:23.547301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:23.547332] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:23.547359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:23.547415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:23.604467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:23.605323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:23.605404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:23.605436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:23.731489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:23.731664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:23.731895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:23.731923] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:23.736148] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-12-15T20:22:23.736450] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-15T20:22:23.736596] [INFO ] [sig       ] FNX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:23.879607] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FNX.txt
[2025-12-15T20:22:23.879759] [INFO ] [sig       ] [1286/3591] Completed FNX in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:23.879801] [INFO ] [sig       ] [1287/3591] Forecasting FNY...
[2025-12-15T20:22:23.879831] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-15T20:22:23.879861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-15T20:22:23.890807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-15T20:22:23.891167] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-15T20:22:23.892139] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-15T20:22:23.892191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:23.892224] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:23.892251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:23.892308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:23.950511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:23.951160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:23.951239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:23.951270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:24.065427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:24.065593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:24.065634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:24.065664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:24.069010] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-15T20:22:24.069281] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-15T20:22:24.069403] [INFO ] [sig       ] FNY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:24.211214] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FNY.txt
[2025-12-15T20:22:24.211364] [INFO ] [sig       ] [1287/3591] Completed FNY in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:24.211403] [INFO ] [sig       ] [1288/3591] Forecasting FOA...
[2025-12-15T20:22:24.211434] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-15T20:22:24.211463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-15T20:22:24.224532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-15T20:22:24.224983] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-15T20:22:24.225975] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-15T20:22:24.226035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:24.226106] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:24.226141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:24.226217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:24.288701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:24.289758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:24.289846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:24.289880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:24.418133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:24.418287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:24.418360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:24.418391] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:24.421894] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=34.08%)
[2025-12-15T20:22:24.422179] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-15T20:22:24.422307] [INFO ] [sig       ] FOA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:24.565876] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FOA.txt
[2025-12-15T20:22:24.566027] [INFO ] [sig       ] [1288/3591] Completed FOA in 0.4s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:24.566069] [INFO ] [sig       ] [1289/3591] Forecasting FOF...
[2025-12-15T20:22:24.566099] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-15T20:22:24.566128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-15T20:22:24.577159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-15T20:22:24.577545] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-15T20:22:24.578317] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-15T20:22:24.578367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:24.578398] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:24.578424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:24.578480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:24.639371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:24.640454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:24.640539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:24.640590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:24.757150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:24.757306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:24.757346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:24.757375] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:24.760832] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-12-15T20:22:24.761115] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-15T20:22:24.761242] [INFO ] [sig       ] FOF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:24.904359] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FOF.txt
[2025-12-15T20:22:24.904487] [INFO ] [sig       ] [1289/3591] Completed FOF in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:24.904528] [INFO ] [sig       ] [1290/3591] Forecasting FOLD...
[2025-12-15T20:22:24.904558] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-15T20:22:24.904607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-15T20:22:24.915354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-15T20:22:24.915695] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-15T20:22:24.916431] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-15T20:22:24.916483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:24.916515] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:24.916544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:24.916640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:24.971957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:24.972665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:24.972742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:24.972774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:25.092078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:25.092230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:25.092270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:25.092298] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:25.095717] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2025-12-15T20:22:25.096006] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-15T20:22:25.096130] [INFO ] [sig       ] FOLD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:25.238813] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FOLD.txt
[2025-12-15T20:22:25.238986] [INFO ] [sig       ] [1290/3591] Completed FOLD in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:25.239030] [INFO ] [sig       ] [1291/3591] Forecasting FORM...
[2025-12-15T20:22:25.239062] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-15T20:22:25.239092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-15T20:22:25.250209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-15T20:22:25.250700] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-15T20:22:25.251507] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-15T20:22:25.251560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:25.251612] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:25.251641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:25.251698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:25.312395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:25.313199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:25.313281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:25.313314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:25.437918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:25.438079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:25.438120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:25.438192] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:25.441916] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=54.26%)
[2025-12-15T20:22:25.442297] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-15T20:22:25.442446] [INFO ] [sig       ] FORM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:25.585760] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FORM.txt
[2025-12-15T20:22:25.585885] [INFO ] [sig       ] [1291/3591] Completed FORM in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-15T20:22:25.585925] [INFO ] [sig       ] [1292/3591] Forecasting FOSL...
[2025-12-15T20:22:25.585955] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-15T20:22:25.585985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-15T20:22:25.597007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-15T20:22:25.597316] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-15T20:22:25.598127] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-15T20:22:25.598179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:25.598238] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:25.598267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:25.598324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:25.657798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:25.658769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:25.658875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:25.658948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:25.791517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:25.791689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:25.791729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:25.791757] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:25.795220] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-15T20:22:25.795480] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-15T20:22:25.795617] [INFO ] [sig       ] FOSL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:25.932459] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FOSL.txt
[2025-12-15T20:22:25.932623] [INFO ] [sig       ] [1292/3591] Completed FOSL in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-15T20:22:25.932666] [INFO ] [sig       ] [1293/3591] Forecasting FOX...
[2025-12-15T20:22:25.932696] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-15T20:22:25.932725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-15T20:22:25.945489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-15T20:22:25.945925] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-15T20:22:25.946761] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-15T20:22:25.946987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:25.947018] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:25.947045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:25.947102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:26.002277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:26.002972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:26.003049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:26.003081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:26.124732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:26.124875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:26.124913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:26.124948] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:26.128237] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=77.59%)
[2025-12-15T20:22:26.128499] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-15T20:22:26.128635] [INFO ] [sig       ] FOX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:26.268369] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FOX.txt
[2025-12-15T20:22:26.268484] [INFO ] [sig       ] [1293/3591] Completed FOX in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-15T20:22:26.268524] [INFO ] [sig       ] [1294/3591] Forecasting FOXA...
[2025-12-15T20:22:26.268553] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-15T20:22:26.268601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-15T20:22:26.279558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-15T20:22:26.280058] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-15T20:22:26.280841] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-15T20:22:26.280891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:26.281090] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:26.281116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:26.281176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:26.338147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:26.338762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:26.338839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:26.338871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:26.455971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:26.456130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:26.456168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:26.456197] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:26.459488] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=48.86%)
[2025-12-15T20:22:26.459794] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-15T20:22:26.459916] [INFO ] [sig       ] FOXA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:26.599527] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FOXA.txt
[2025-12-15T20:22:26.599678] [INFO ] [sig       ] [1294/3591] Completed FOXA in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-15T20:22:26.599719] [INFO ] [sig       ] [1295/3591] Forecasting FOXF...
[2025-12-15T20:22:26.599749] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-15T20:22:26.599778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-15T20:22:26.610355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-15T20:22:26.610694] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-15T20:22:26.611433] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-15T20:22:26.611483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:26.611514] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:26.611541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:26.611625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:26.670184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:26.671064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:26.671146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:26.671179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:26.809322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:26.809480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:26.809522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:26.809552] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:26.812931] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-15T20:22:26.813202] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-15T20:22:26.813327] [INFO ] [sig       ] FOXF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:26.951978] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FOXF.txt
[2025-12-15T20:22:26.952110] [INFO ] [sig       ] [1295/3591] Completed FOXF in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-15T20:22:26.952156] [INFO ] [sig       ] [1296/3591] Forecasting FPF...
[2025-12-15T20:22:26.952186] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-15T20:22:26.952216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-15T20:22:26.964550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-15T20:22:26.964940] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-15T20:22:26.965796] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-15T20:22:26.965850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:26.965882] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:26.965910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:26.965968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:27.027234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:27.028058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:27.028140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:27.028173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:27.149508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:27.149686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:27.149726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:27.149755] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:27.153391] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-15T20:22:27.153692] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-15T20:22:27.153823] [INFO ] [sig       ] FPF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:27.299175] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FPF.txt
[2025-12-15T20:22:27.299336] [INFO ] [sig       ] [1296/3591] Completed FPF in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-15T20:22:27.299375] [INFO ] [sig       ] [1297/3591] Forecasting FPH...
[2025-12-15T20:22:27.299405] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-15T20:22:27.299434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-15T20:22:27.311044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-15T20:22:27.311458] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-15T20:22:27.312249] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-15T20:22:27.312300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:27.312330] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:27.312356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:27.312412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:27.370443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:27.371312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:27.371398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:27.371430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:27.497132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:27.497296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:27.497337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:27.497365] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:27.500901] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-12-15T20:22:27.501209] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-15T20:22:27.501342] [INFO ] [sig       ] FPH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:27.644389] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FPH.txt
[2025-12-15T20:22:27.644560] [INFO ] [sig       ] [1297/3591] Completed FPH in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-15T20:22:27.644626] [INFO ] [sig       ] [1298/3591] Forecasting FPI...
[2025-12-15T20:22:27.644658] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-15T20:22:27.644690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-15T20:22:27.655943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-15T20:22:27.656332] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-15T20:22:27.657161] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-15T20:22:27.657214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:27.657246] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:27.657274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:27.657331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:27.715291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:27.716177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:27.716315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:27.716350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:27.837287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:27.837441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:27.837482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:27.837512] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:27.840973] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=89.15%)
[2025-12-15T20:22:27.841243] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-15T20:22:27.841367] [INFO ] [sig       ] FPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:27.980489] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FPI.txt
[2025-12-15T20:22:27.980633] [INFO ] [sig       ] [1298/3591] Completed FPI in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:27.980675] [INFO ] [sig       ] [1299/3591] Forecasting FPXI...
[2025-12-15T20:22:27.980715] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-15T20:22:27.980745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-15T20:22:27.990947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-15T20:22:27.991275] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-15T20:22:27.992050] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-15T20:22:27.992102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:27.992145] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:27.992173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:27.992230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:28.048160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:28.048827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:28.048909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:28.048955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:28.154672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:28.154830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:28.154870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:28.154936] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:28.158322] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-15T20:22:28.158607] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-15T20:22:28.158731] [INFO ] [sig       ] FPXI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:28.299456] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FPXI.txt
[2025-12-15T20:22:28.299613] [INFO ] [sig       ] [1299/3591] Completed FPXI in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:28.299659] [INFO ] [sig       ] [1300/3591] Forecasting FRA...
[2025-12-15T20:22:28.299689] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-15T20:22:28.299721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-15T20:22:28.310763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-15T20:22:28.311115] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-15T20:22:28.311918] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-15T20:22:28.311971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:28.312003] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:28.312030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:28.312087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:28.369214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:28.369867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:28.369946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:28.369981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:28.491501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:28.491664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:28.491707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:28.491736] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:28.494974] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-15T20:22:28.495244] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-15T20:22:28.495367] [INFO ] [sig       ] FRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:28.635158] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FRA.txt
[2025-12-15T20:22:28.635293] [INFO ] [sig       ] [1300/3591] Completed FRA in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:28.635332] [INFO ] [sig       ] [1301/3591] Forecasting FRBA...
[2025-12-15T20:22:28.635361] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-15T20:22:28.635392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-15T20:22:28.646375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-15T20:22:28.646739] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-15T20:22:28.647533] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-15T20:22:28.647606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:28.647646] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:28.647677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:28.647737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:28.703943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:28.704697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:28.704789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:28.704842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:28.821648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:28.821805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:28.821843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:28.821872] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:28.825335] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2025-12-15T20:22:28.825711] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-15T20:22:28.825851] [INFO ] [sig       ] FRBA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:28.971901] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FRBA.txt
[2025-12-15T20:22:28.972133] [INFO ] [sig       ] [1301/3591] Completed FRBA in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:28.972193] [INFO ] [sig       ] [1302/3591] Forecasting FRGE...
[2025-12-15T20:22:28.972237] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-15T20:22:28.972278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-15T20:22:28.983393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-15T20:22:28.983795] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-15T20:22:28.984567] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-15T20:22:28.984651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:28.984695] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:28.984724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:28.984781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:29.042978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:29.043854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:29.043940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:29.043973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:29.170657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:29.170823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:29.170863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:29.170892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:29.174341] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-15T20:22:29.174628] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-15T20:22:29.174777] [INFO ] [sig       ] FRGE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:29.315247] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FRGE.txt
[2025-12-15T20:22:29.315385] [INFO ] [sig       ] [1302/3591] Completed FRGE in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:29.315426] [INFO ] [sig       ] [1303/3591] Forecasting FRHC...
[2025-12-15T20:22:29.315455] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-15T20:22:29.315485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-15T20:22:29.327701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-15T20:22:29.328228] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-15T20:22:29.329234] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-15T20:22:29.329286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:29.329317] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:29.329358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:29.329417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:29.393219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:29.393980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:29.394060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:29.394094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:29.514329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:29.514481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:29.514521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:29.514549] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:29.518536] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=27.20%)
[2025-12-15T20:22:29.519034] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-15T20:22:29.519160] [INFO ] [sig       ] FRHC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:29.662120] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FRHC.txt
[2025-12-15T20:22:29.662256] [INFO ] [sig       ] [1303/3591] Completed FRHC in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:29.662297] [INFO ] [sig       ] [1304/3591] Forecasting FRME...
[2025-12-15T20:22:29.662326] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-15T20:22:29.662355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-15T20:22:29.673975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-15T20:22:29.674325] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-15T20:22:29.675181] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-15T20:22:29.675234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:29.675267] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:29.675294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:29.675350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:29.733384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:29.734175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:29.734255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:29.734288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:29.856166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:29.856321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:29.856360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:29.856392] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:29.859676] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-15T20:22:29.859935] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-15T20:22:29.860054] [INFO ] [sig       ] FRME: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:30.005592] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FRME.txt
[2025-12-15T20:22:30.005755] [INFO ] [sig       ] [1304/3591] Completed FRME in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:30.005798] [INFO ] [sig       ] [1305/3591] Forecasting FRO...
[2025-12-15T20:22:30.005826] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-15T20:22:30.005856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-15T20:22:30.017111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-15T20:22:30.017479] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-15T20:22:30.018317] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-15T20:22:30.018369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:30.018428] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:30.018458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:30.018515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:30.079617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:30.080544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:30.080660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:30.080701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:30.209932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:30.210087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:30.210128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:30.210157] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:30.213516] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-15T20:22:30.213805] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-15T20:22:30.213928] [INFO ] [sig       ] FRO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:30.353960] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FRO.txt
[2025-12-15T20:22:30.354096] [INFO ] [sig       ] [1305/3591] Completed FRO in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:30.354136] [INFO ] [sig       ] [1306/3591] Forecasting FROG...
[2025-12-15T20:22:30.354166] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-15T20:22:30.354196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-15T20:22:30.365840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-15T20:22:30.366160] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-15T20:22:30.366940] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-15T20:22:30.367184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:30.367214] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:30.367242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:30.367298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:30.428389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:30.429410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:30.429493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:30.429526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:30.555544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:30.555712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:30.555753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:30.555782] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:30.559692] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-12-15T20:22:30.560160] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-15T20:22:30.560285] [INFO ] [sig       ] FROG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:30.708054] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FROG.txt
[2025-12-15T20:22:30.708186] [INFO ] [sig       ] [1306/3591] Completed FROG in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:30.708226] [INFO ] [sig       ] [1307/3591] Forecasting FRPH...
[2025-12-15T20:22:30.708256] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-15T20:22:30.708292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-15T20:22:30.722227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-15T20:22:30.722671] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-15T20:22:30.723454] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-15T20:22:30.723504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:30.723536] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:30.723562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:30.723638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:30.784954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:30.785742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:30.785832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:30.785867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:30.907157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:30.907303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:30.907342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:30.907371] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:30.910712] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=49.45%)
[2025-12-15T20:22:30.910999] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-15T20:22:30.911121] [INFO ] [sig       ] FRPH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:31.066046] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FRPH.txt
[2025-12-15T20:22:31.066192] [INFO ] [sig       ] [1307/3591] Completed FRPH in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:31.066232] [INFO ] [sig       ] [1308/3591] Forecasting FRSH...
[2025-12-15T20:22:31.066262] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-15T20:22:31.066294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-15T20:22:31.079504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-15T20:22:31.079842] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-15T20:22:31.080615] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-15T20:22:31.080665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:31.080696] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:31.080722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:31.080778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:31.138670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:31.139471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:31.139554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:31.139605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:31.263534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:31.263698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:31.263746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:31.263832] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:31.267374] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2025-12-15T20:22:31.267670] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-15T20:22:31.267795] [INFO ] [sig       ] FRSH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:31.409193] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FRSH.txt
[2025-12-15T20:22:31.409337] [INFO ] [sig       ] [1308/3591] Completed FRSH in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-15T20:22:31.409380] [INFO ] [sig       ] [1309/3591] Forecasting FRSX...
[2025-12-15T20:22:31.409410] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-15T20:22:31.409448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-15T20:22:31.422130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-15T20:22:31.422498] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-15T20:22:31.423284] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-15T20:22:31.423335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:31.423366] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:31.423394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:31.423454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:31.486017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:31.486862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:31.486947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:31.486980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:31.608508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:31.608677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:31.608718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:31.608751] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:31.612194] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-15T20:22:31.612478] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-15T20:22:31.612623] [INFO ] [sig       ] FRSX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:31.812013] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FRSX.txt
[2025-12-15T20:22:31.812179] [INFO ] [sig       ] [1309/3591] Completed FRSX in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-15T20:22:31.812222] [INFO ] [sig       ] [1310/3591] Forecasting FSBC...
[2025-12-15T20:22:31.812252] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-15T20:22:31.812283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-15T20:22:31.827533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-15T20:22:31.828029] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-15T20:22:31.829095] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-15T20:22:31.829160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:31.829205] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:31.829243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:31.829324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:31.903006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:31.903937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:31.904031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:31.904065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:32.044881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:32.045226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:32.045266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:32.045299] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:32.048876] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-12-15T20:22:32.049174] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-15T20:22:32.049301] [INFO ] [sig       ] FSBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:32.193544] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FSBC.txt
[2025-12-15T20:22:32.193718] [INFO ] [sig       ] [1310/3591] Completed FSBC in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-15T20:22:32.193766] [INFO ] [sig       ] [1311/3591] Forecasting FSCO...
[2025-12-15T20:22:32.193801] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-15T20:22:32.193839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-15T20:22:32.206114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-15T20:22:32.206472] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-15T20:22:32.207461] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-15T20:22:32.207514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:32.207545] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:32.207592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:32.207656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:32.266185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:32.267020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:32.267107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:32.267141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:32.386301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:32.386448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:32.386488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:32.386516] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:32.389825] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=87.91%)
[2025-12-15T20:22:32.390091] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-15T20:22:32.390211] [INFO ] [sig       ] FSCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:32.536509] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FSCO.txt
[2025-12-15T20:22:32.536687] [INFO ] [sig       ] [1311/3591] Completed FSCO in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-15T20:22:32.536744] [INFO ] [sig       ] [1312/3591] Forecasting FSK...
[2025-12-15T20:22:32.536782] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-15T20:22:32.536820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-15T20:22:32.551699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-15T20:22:32.552201] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-15T20:22:32.553313] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-15T20:22:32.553382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:32.553427] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:32.553467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:32.553553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:32.624309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:32.625517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:32.625687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:32.625740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:32.787608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:32.787799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:32.787863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:32.787910] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:32.792494] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2025-12-15T20:22:32.792964] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-15T20:22:32.793127] [INFO ] [sig       ] FSK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:32.964145] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FSK.txt
[2025-12-15T20:22:32.964318] [INFO ] [sig       ] [1312/3591] Completed FSK in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-15T20:22:32.964371] [INFO ] [sig       ] [1313/3591] Forecasting FSLY...
[2025-12-15T20:22:32.964405] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-15T20:22:32.964434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-15T20:22:32.978890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-15T20:22:32.979438] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-15T20:22:32.980464] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-15T20:22:32.980521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:32.980553] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:32.980599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:32.980659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:33.068331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:33.069445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:33.069568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:33.069630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:33.234037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:33.234650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:33.234773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:33.234831] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:33.242169] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=44.13%)
[2025-12-15T20:22:33.242811] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-15T20:22:33.243054] [INFO ] [sig       ] FSLY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:33.461883] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FSLY.txt
[2025-12-15T20:22:33.462126] [INFO ] [sig       ] [1313/3591] Completed FSLY in 0.5s | 2.93 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-15T20:22:33.462209] [INFO ] [sig       ] [1314/3591] Forecasting FSM...
[2025-12-15T20:22:33.462262] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-15T20:22:33.462312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-15T20:22:33.482053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-15T20:22:33.482664] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-15T20:22:33.483891] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-15T20:22:33.483960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:33.484009] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:33.484055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:33.484185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:33.567064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:33.568360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:33.568504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:33.568560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:33.740884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:33.741083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:33.741151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:33.741200] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:33.746707] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=49.53%)
[2025-12-15T20:22:33.747220] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-15T20:22:33.747425] [INFO ] [sig       ] FSM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:33.920157] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FSM.txt
[2025-12-15T20:22:33.920326] [INFO ] [sig       ] [1314/3591] Completed FSM in 0.5s | 2.93 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-15T20:22:33.920369] [INFO ] [sig       ] [1315/3591] Forecasting FSS...
[2025-12-15T20:22:33.920399] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-15T20:22:33.920430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-15T20:22:33.932810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-15T20:22:33.933245] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-15T20:22:33.934108] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-15T20:22:33.934162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:33.934195] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:33.934222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:33.934279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:33.993086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:33.994018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:33.994162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:33.994201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:34.126470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:34.126642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:34.126683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:34.126715] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:34.130242] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=76.40%)
[2025-12-15T20:22:34.130518] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-15T20:22:34.130664] [INFO ] [sig       ] FSS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:34.277739] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FSS.txt
[2025-12-15T20:22:34.277898] [INFO ] [sig       ] [1315/3591] Completed FSS in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-15T20:22:34.277943] [INFO ] [sig       ] [1316/3591] Forecasting FTA...
[2025-12-15T20:22:34.277974] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-15T20:22:34.278004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-15T20:22:34.290017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-15T20:22:34.290406] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-15T20:22:34.291320] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-15T20:22:34.291388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:34.291423] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:34.291461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:34.291528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:34.355396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:34.356455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:34.356540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:34.356589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:34.486689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:34.486843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:34.486894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:34.486930] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:34.490322] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2025-12-15T20:22:34.490621] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-15T20:22:34.490746] [INFO ] [sig       ] FTA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:34.637123] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTA.txt
[2025-12-15T20:22:34.637268] [INFO ] [sig       ] [1316/3591] Completed FTA in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-15T20:22:34.637310] [INFO ] [sig       ] [1317/3591] Forecasting FTAI...
[2025-12-15T20:22:34.637340] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-15T20:22:34.637371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-15T20:22:34.649205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-15T20:22:34.649605] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-15T20:22:34.650374] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-15T20:22:34.650425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:34.650456] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:34.650498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:34.650553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:34.706535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:34.707455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:34.707540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:34.707591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:34.827319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:34.827474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:34.827513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:34.827540] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:34.830843] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-15T20:22:34.831104] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-15T20:22:34.831221] [INFO ] [sig       ] FTAI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:34.966342] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTAI.txt
[2025-12-15T20:22:34.966457] [INFO ] [sig       ] [1317/3591] Completed FTAI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-15T20:22:34.966495] [INFO ] [sig       ] [1318/3591] Forecasting FTC...
[2025-12-15T20:22:34.966524] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-15T20:22:34.966553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-15T20:22:34.977956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-15T20:22:34.978334] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-15T20:22:34.979173] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-15T20:22:34.979224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:34.979257] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:34.979283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:34.979338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:35.033423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:35.034152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:35.034231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:35.034263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:35.151678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:35.151770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:35.151808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:35.151836] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:35.155015] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=60.64%)
[2025-12-15T20:22:35.155276] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-15T20:22:35.155397] [INFO ] [sig       ] FTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:35.291400] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTC.txt
[2025-12-15T20:22:35.291544] [INFO ] [sig       ] [1318/3591] Completed FTC in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-15T20:22:35.291602] [INFO ] [sig       ] [1319/3591] Forecasting FTCI...
[2025-12-15T20:22:35.291634] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-15T20:22:35.291663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-15T20:22:35.303032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-15T20:22:35.303348] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-15T20:22:35.304111] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-15T20:22:35.304162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:35.304193] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:35.304220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:35.304275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:35.361021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:35.361641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:35.361718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:35.361749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:35.480512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:35.480680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:35.480719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:35.480747] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:35.484047] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-15T20:22:35.484313] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-15T20:22:35.484430] [INFO ] [sig       ] FTCI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:35.625251] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTCI.txt
[2025-12-15T20:22:35.625378] [INFO ] [sig       ] [1319/3591] Completed FTCI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-15T20:22:35.625429] [INFO ] [sig       ] [1320/3591] Forecasting FTCS...
[2025-12-15T20:22:35.625460] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-15T20:22:35.625489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-15T20:22:35.637045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-15T20:22:35.637357] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-15T20:22:35.638143] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-15T20:22:35.638193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:35.638224] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:35.638251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:35.638305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:35.694459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:35.695155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:35.695232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:35.695265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:35.811597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:35.811747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:35.811787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:35.811818] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:35.815124] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2025-12-15T20:22:35.815389] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-15T20:22:35.815507] [INFO ] [sig       ] FTCS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:35.960738] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTCS.txt
[2025-12-15T20:22:35.960873] [INFO ] [sig       ] [1320/3591] Completed FTCS in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-15T20:22:35.960914] [INFO ] [sig       ] [1321/3591] Forecasting FTEK...
[2025-12-15T20:22:35.960943] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-15T20:22:35.960971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-15T20:22:35.973889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-15T20:22:35.974202] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-15T20:22:35.974964] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-15T20:22:35.975014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:35.975046] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:35.975072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:35.975127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:36.031664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:36.032275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:36.032352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:36.032383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:36.148212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:36.148358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:36.148396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:36.148424] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:36.151703] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=29.64%)
[2025-12-15T20:22:36.151994] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-15T20:22:36.152112] [INFO ] [sig       ] FTEK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:36.293977] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTEK.txt
[2025-12-15T20:22:36.294104] [INFO ] [sig       ] [1321/3591] Completed FTEK in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-15T20:22:36.294144] [INFO ] [sig       ] [1322/3591] Forecasting FTGC...
[2025-12-15T20:22:36.294172] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-15T20:22:36.294200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-15T20:22:36.306327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-15T20:22:36.306655] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-15T20:22:36.307616] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-15T20:22:36.307666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:36.307723] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:36.307750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:36.307805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:36.365442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:36.366257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:36.366340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:36.366371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:36.484307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:36.484457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:36.484494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:36.484520] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:36.487855] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=53.29%)
[2025-12-15T20:22:36.488125] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-15T20:22:36.488244] [INFO ] [sig       ] FTGC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:36.626287] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTGC.txt
[2025-12-15T20:22:36.626434] [INFO ] [sig       ] [1322/3591] Completed FTGC in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-15T20:22:36.626474] [INFO ] [sig       ] [1323/3591] Forecasting FTGS...
[2025-12-15T20:22:36.626505] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-15T20:22:36.626535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-15T20:22:36.637458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-15T20:22:36.637791] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-15T20:22:36.638531] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-15T20:22:36.638597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:36.638630] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:36.638657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:36.638712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:36.693323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:36.694232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:36.694315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:36.694347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:36.813513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:36.813685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:36.813742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:36.813770] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:36.817030] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=61.67%)
[2025-12-15T20:22:36.817299] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-15T20:22:36.817418] [INFO ] [sig       ] FTGS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:36.954149] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTGS.txt
[2025-12-15T20:22:36.954303] [INFO ] [sig       ] [1323/3591] Completed FTGS in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-15T20:22:36.954344] [INFO ] [sig       ] [1324/3591] Forecasting FTHI...
[2025-12-15T20:22:36.954374] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-15T20:22:36.954403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-15T20:22:36.966275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-15T20:22:36.966688] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-15T20:22:36.967469] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-15T20:22:36.967522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:36.967555] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:36.967611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:36.967675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:37.024798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:37.025686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:37.025772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:37.025804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:37.144977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:37.145134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:37.145172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:37.145200] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:37.148496] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2025-12-15T20:22:37.148807] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-15T20:22:37.148948] [INFO ] [sig       ] FTHI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:37.289675] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTHI.txt
[2025-12-15T20:22:37.289840] [INFO ] [sig       ] [1324/3591] Completed FTHI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-15T20:22:37.289892] [INFO ] [sig       ] [1325/3591] Forecasting FTHM...
[2025-12-15T20:22:37.289928] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-15T20:22:37.289966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-15T20:22:37.302193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-15T20:22:37.302613] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-15T20:22:37.303619] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-15T20:22:37.303674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:37.303706] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:37.303733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:37.303790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:37.361432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:37.362351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:37.362432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:37.362464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:37.491252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:37.491431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:37.491482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:37.491564] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:37.496523] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: DOWN (p=42.07%)
[2025-12-15T20:22:37.496961] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-15T20:22:37.497150] [INFO ] [sig       ] FTHM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:37.671088] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTHM.txt
[2025-12-15T20:22:37.671236] [INFO ] [sig       ] [1325/3591] Completed FTHM in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-15T20:22:37.671280] [INFO ] [sig       ] [1326/3591] Forecasting FTHY...
[2025-12-15T20:22:37.671310] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-15T20:22:37.671340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-15T20:22:37.685049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-15T20:22:37.685591] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-15T20:22:37.686381] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-15T20:22:37.686434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:37.686465] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:37.686491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:37.686547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:37.746365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:37.746991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:37.747072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:37.747105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:37.866074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:37.866202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:37.866244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:37.866272] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:37.870481] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=28.86%)
[2025-12-15T20:22:37.870769] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-15T20:22:37.870905] [INFO ] [sig       ] FTHY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:38.016997] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTHY.txt
[2025-12-15T20:22:38.017291] [INFO ] [sig       ] [1326/3591] Completed FTHY in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-15T20:22:38.017332] [INFO ] [sig       ] [1327/3591] Forecasting FTI...
[2025-12-15T20:22:38.017361] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-15T20:22:38.017389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-15T20:22:38.030235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-15T20:22:38.030557] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-15T20:22:38.031556] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-15T20:22:38.031628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:38.031676] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:38.031705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:38.031764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:38.090163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:38.090804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:38.090883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:38.090915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:38.209792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:38.209891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:38.209932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:38.209967] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:38.213041] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=58.59%)
[2025-12-15T20:22:38.213294] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-15T20:22:38.213410] [INFO ] [sig       ] FTI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:38.351277] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTI.txt
[2025-12-15T20:22:38.351427] [INFO ] [sig       ] [1327/3591] Completed FTI in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-15T20:22:38.351467] [INFO ] [sig       ] [1328/3591] Forecasting FTK...
[2025-12-15T20:22:38.351496] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-15T20:22:38.351527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-15T20:22:38.362759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-15T20:22:38.363099] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-15T20:22:38.363877] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-15T20:22:38.363927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:38.363957] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:38.363983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:38.364039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:38.419336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:38.420091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:38.420172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:38.420204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:38.537463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:38.537637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:38.537677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:38.537705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:38.541036] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: UP (p=56.96%)
[2025-12-15T20:22:38.541307] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-15T20:22:38.541430] [INFO ] [sig       ] FTK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:38.682109] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTK.txt
[2025-12-15T20:22:38.682261] [INFO ] [sig       ] [1328/3591] Completed FTK in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-15T20:22:38.682302] [INFO ] [sig       ] [1329/3591] Forecasting FTLF...
[2025-12-15T20:22:38.682333] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-15T20:22:38.682363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-15T20:22:38.693749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-15T20:22:38.694321] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-15T20:22:38.695150] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-15T20:22:38.695394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:38.695428] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:38.695456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:38.695514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:38.753863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:38.754736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:38.754817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:38.754849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:38.863175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:38.863329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:38.863368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:38.863396] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:38.866750] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=72.50%)
[2025-12-15T20:22:38.867017] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-15T20:22:38.867137] [INFO ] [sig       ] FTLF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:39.007909] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTLF.txt
[2025-12-15T20:22:39.008059] [INFO ] [sig       ] [1329/3591] Completed FTLF in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-15T20:22:39.008101] [INFO ] [sig       ] [1330/3591] Forecasting FTQI...
[2025-12-15T20:22:39.008130] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-15T20:22:39.008159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-15T20:22:39.019673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-15T20:22:39.020022] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-15T20:22:39.020836] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-15T20:22:39.020889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:39.020921] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:39.020951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:39.021030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:39.079295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:39.080160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:39.080242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:39.080275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:39.202703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:39.202865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:39.202904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:39.202934] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:39.206558] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=59.59%)
[2025-12-15T20:22:39.206868] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-15T20:22:39.206995] [INFO ] [sig       ] FTQI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:39.350392] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTQI.txt
[2025-12-15T20:22:39.350542] [INFO ] [sig       ] [1330/3591] Completed FTQI in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-15T20:22:39.350620] [INFO ] [sig       ] [1331/3591] Forecasting FTRE...
[2025-12-15T20:22:39.350654] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-15T20:22:39.350685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-15T20:22:39.361919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-15T20:22:39.362347] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-15T20:22:39.363210] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-15T20:22:39.363265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:39.363298] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:39.363326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:39.363385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:39.419600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:39.420419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:39.420507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:39.420539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:39.547418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:39.547584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:39.547626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:39.547654] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:39.551051] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-15T20:22:39.551356] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-15T20:22:39.551487] [INFO ] [sig       ] FTRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:39.689629] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTRE.txt
[2025-12-15T20:22:39.689757] [INFO ] [sig       ] [1331/3591] Completed FTRE in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-15T20:22:39.689795] [INFO ] [sig       ] [1332/3591] Forecasting FTRI...
[2025-12-15T20:22:39.689826] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-15T20:22:39.689855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-15T20:22:39.701165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-15T20:22:39.701502] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-15T20:22:39.702300] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-15T20:22:39.702353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:39.702386] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:39.702414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:39.702472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:39.760377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:39.761210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:39.761338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:39.761383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:39.878758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:39.878912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:39.878970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:39.879002] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:39.882434] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=71.30%)
[2025-12-15T20:22:39.882741] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-15T20:22:39.882908] [INFO ] [sig       ] FTRI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:40.022042] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTRI.txt
[2025-12-15T20:22:40.022206] [INFO ] [sig       ] [1332/3591] Completed FTRI in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-15T20:22:40.022245] [INFO ] [sig       ] [1333/3591] Forecasting FTS...
[2025-12-15T20:22:40.022276] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-15T20:22:40.022306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-15T20:22:40.033778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-15T20:22:40.034205] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-15T20:22:40.035074] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-15T20:22:40.035129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:40.035161] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:40.035188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:40.035245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:40.093566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:40.094759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:40.094857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:40.094890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:40.219158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:40.219322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:40.219362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:40.219392] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:40.223021] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=40.87%)
[2025-12-15T20:22:40.223382] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-15T20:22:40.223525] [INFO ] [sig       ] FTS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:40.364722] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTS.txt
[2025-12-15T20:22:40.364875] [INFO ] [sig       ] [1333/3591] Completed FTS in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-15T20:22:40.364915] [INFO ] [sig       ] [1334/3591] Forecasting FTSL...
[2025-12-15T20:22:40.364946] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-15T20:22:40.364976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-15T20:22:40.375929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-15T20:22:40.376315] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-15T20:22:40.377109] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-15T20:22:40.377162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:40.377192] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:40.377218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:40.377273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:40.436391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:40.437241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:40.437326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:40.437359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:40.553799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:40.553947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:40.553987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:40.554032] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:40.557329] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-12-15T20:22:40.557609] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-15T20:22:40.557728] [INFO ] [sig       ] FTSL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:40.701350] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTSL.txt
[2025-12-15T20:22:40.701504] [INFO ] [sig       ] [1334/3591] Completed FTSL in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-15T20:22:40.701545] [INFO ] [sig       ] [1335/3591] Forecasting FTSM...
[2025-12-15T20:22:40.701592] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-15T20:22:40.701625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-15T20:22:40.716638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-15T20:22:40.717085] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-15T20:22:40.718040] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-15T20:22:40.718100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:40.718138] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:40.718170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:40.718245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:40.782184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:40.783081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:40.783166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:40.783198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:40.886943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:40.887114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:40.887154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:40.887184] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:40.890666] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-15T20:22:40.891020] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-15T20:22:40.891167] [INFO ] [sig       ] FTSM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:41.032021] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTSM.txt
[2025-12-15T20:22:41.032213] [INFO ] [sig       ] [1335/3591] Completed FTSM in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-15T20:22:41.032254] [INFO ] [sig       ] [1336/3591] Forecasting FTXL...
[2025-12-15T20:22:41.032285] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-15T20:22:41.032314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-15T20:22:41.043984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-15T20:22:41.044384] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-15T20:22:41.045224] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-15T20:22:41.045277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:41.045309] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:41.045337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:41.045393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:41.102219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:41.103060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:41.103348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:41.103382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:41.228387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:41.228547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:41.228605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:41.228636] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:41.232221] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-12-15T20:22:41.232532] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-15T20:22:41.232687] [INFO ] [sig       ] FTXL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:41.375692] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTXL.txt
[2025-12-15T20:22:41.375844] [INFO ] [sig       ] [1336/3591] Completed FTXL in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-15T20:22:41.375884] [INFO ] [sig       ] [1337/3591] Forecasting FTXN...
[2025-12-15T20:22:41.375914] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-15T20:22:41.375944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-15T20:22:41.390304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-15T20:22:41.390785] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-15T20:22:41.391927] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-15T20:22:41.392000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:41.392056] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:41.392103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:41.392193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:41.464599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:41.465493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:41.465597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:41.465633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:41.588541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:41.588716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:41.588755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:41.588783] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:41.592207] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=68.87%)
[2025-12-15T20:22:41.592495] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-15T20:22:41.592662] [INFO ] [sig       ] FTXN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:41.734178] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FTXN.txt
[2025-12-15T20:22:41.734308] [INFO ] [sig       ] [1337/3591] Completed FTXN in 0.4s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-15T20:22:41.734541] [INFO ] [sig       ] [1338/3591] Forecasting FTXO...
[2025-12-15T20:22:41.734589] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-15T20:22:41.734621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-15T20:22:41.745945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-15T20:22:41.746451] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-15T20:22:41.747442] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-15T20:22:41.747495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:41.747541] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:41.747590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:41.747657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:41.804953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:41.805568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:41.805662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:41.805694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:41.922959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:41.923066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:41.923101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:41.923130] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:41.926471] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=43.86%)
[2025-12-15T20:22:41.926748] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-15T20:22:41.926875] [INFO ] [sig       ] FTXO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:42.070732] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FTXO.txt
[2025-12-15T20:22:42.070857] [INFO ] [sig       ] [1338/3591] Completed FTXO in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-15T20:22:42.070896] [INFO ] [sig       ] [1339/3591] Forecasting FUBO...
[2025-12-15T20:22:42.070926] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-15T20:22:42.070955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-15T20:22:42.081496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-15T20:22:42.081822] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-15T20:22:42.082564] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-15T20:22:42.082633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:42.082692] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:42.082721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:42.082778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:42.139115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:42.139727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:42.139803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:42.139836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:42.261906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:42.262049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:42.262088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:42.262117] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:42.265381] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=41.87%)
[2025-12-15T20:22:42.265668] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-15T20:22:42.265787] [INFO ] [sig       ] FUBO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:42.403534] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FUBO.txt
[2025-12-15T20:22:42.403665] [INFO ] [sig       ] [1339/3591] Completed FUBO in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-15T20:22:42.403705] [INFO ] [sig       ] [1340/3591] Forecasting FUL...
[2025-12-15T20:22:42.403734] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-15T20:22:42.403765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-15T20:22:42.414765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-15T20:22:42.415099] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-15T20:22:42.415925] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-15T20:22:42.415977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:42.416009] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:42.416036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:42.416093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:42.473519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:42.474259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:42.474337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:42.474369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:42.596977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:42.597117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:42.597162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:42.597189] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:42.600512] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-15T20:22:42.600792] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-15T20:22:42.600912] [INFO ] [sig       ] FUL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:42.741968] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FUL.txt
[2025-12-15T20:22:42.742092] [INFO ] [sig       ] [1340/3591] Completed FUL in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-15T20:22:42.742133] [INFO ] [sig       ] [1341/3591] Forecasting FULC...
[2025-12-15T20:22:42.742163] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-15T20:22:42.742193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-15T20:22:42.752963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-15T20:22:42.753354] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-15T20:22:42.754164] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-15T20:22:42.754216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:42.754246] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:42.754272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:42.754327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:42.810503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:42.811368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:42.811448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:42.811480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:42.938109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:42.938260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:42.938299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:42.938327] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:42.941612] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-15T20:22:42.941876] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-15T20:22:42.941997] [INFO ] [sig       ] FULC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:43.079013] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FULC.txt
[2025-12-15T20:22:43.079335] [INFO ] [sig       ] [1341/3591] Completed FULC in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-15T20:22:43.079375] [INFO ] [sig       ] [1342/3591] Forecasting FUN...
[2025-12-15T20:22:43.079410] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-15T20:22:43.079442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-15T20:22:43.089787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-15T20:22:43.090107] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-15T20:22:43.090873] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-15T20:22:43.090924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:43.090955] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:43.090981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:43.091037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:43.147635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:43.148453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:43.148533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:43.148565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:43.266103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:43.266232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:43.266270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:43.266329] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:43.269632] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2025-12-15T20:22:43.269895] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-15T20:22:43.270014] [INFO ] [sig       ] FUN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:43.406235] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FUN.txt
[2025-12-15T20:22:43.406349] [INFO ] [sig       ] [1342/3591] Completed FUN in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-15T20:22:43.406388] [INFO ] [sig       ] [1343/3591] Forecasting FUNC...
[2025-12-15T20:22:43.406417] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-15T20:22:43.406446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-15T20:22:43.417114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-15T20:22:43.417478] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-15T20:22:43.418291] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-15T20:22:43.418344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:43.418377] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:43.418404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:43.418462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:43.473663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:43.474383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:43.474461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:43.474493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:43.595205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:43.595342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:43.595380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:43.595407] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:43.598807] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-12-15T20:22:43.599121] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-15T20:22:43.599437] [INFO ] [sig       ] FUNC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:43.739406] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FUNC.txt
[2025-12-15T20:22:43.739562] [INFO ] [sig       ] [1343/3591] Completed FUNC in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-15T20:22:43.739623] [INFO ] [sig       ] [1344/3591] Forecasting FUND...
[2025-12-15T20:22:43.739653] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-15T20:22:43.739683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-15T20:22:43.751056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-15T20:22:43.751450] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-15T20:22:43.752207] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-15T20:22:43.752258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:43.752288] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:43.752314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:43.752374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:43.808133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:43.809008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:43.809092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:43.809124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:43.920267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:43.920412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:43.920450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:43.920479] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:43.923753] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-12-15T20:22:43.924014] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-15T20:22:43.924133] [INFO ] [sig       ] FUND: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:44.062352] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FUND.txt
[2025-12-15T20:22:44.062468] [INFO ] [sig       ] [1344/3591] Completed FUND in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-15T20:22:44.062506] [INFO ] [sig       ] [1345/3591] Forecasting FVCB...
[2025-12-15T20:22:44.062534] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-15T20:22:44.062564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-15T20:22:44.072995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-15T20:22:44.073354] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-15T20:22:44.074117] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-15T20:22:44.074168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:44.074198] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:44.074225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:44.074280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:44.130550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:44.131182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:44.131260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:44.131291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:44.243614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:44.243768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:44.243809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:44.243864] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:44.247284] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-15T20:22:44.247549] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-15T20:22:44.247698] [INFO ] [sig       ] FVCB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:44.389262] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FVCB.txt
[2025-12-15T20:22:44.389378] [INFO ] [sig       ] [1345/3591] Completed FVCB in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-15T20:22:44.389416] [INFO ] [sig       ] [1346/3591] Forecasting FWONA...
[2025-12-15T20:22:44.389446] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-15T20:22:44.389475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-15T20:22:44.400060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-15T20:22:44.400390] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-15T20:22:44.401231] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-15T20:22:44.401284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:44.401314] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:44.401340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:44.401396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:44.457831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:44.458670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:44.458750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:44.458782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:44.580047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:44.580205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:44.580244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:44.580271] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:44.583967] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=66.63%)
[2025-12-15T20:22:44.584245] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-15T20:22:44.584369] [INFO ] [sig       ] FWONA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:44.724661] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FWONA.txt
[2025-12-15T20:22:44.724787] [INFO ] [sig       ] [1346/3591] Completed FWONA in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-15T20:22:44.724826] [INFO ] [sig       ] [1347/3591] Forecasting FWONK...
[2025-12-15T20:22:44.724855] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-15T20:22:44.724883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-15T20:22:44.735670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-15T20:22:44.735991] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-15T20:22:44.736781] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-15T20:22:44.736834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:44.736866] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:44.736892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:44.736950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:44.793197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:44.793807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:44.793883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:44.793928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:44.911371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:44.911500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:44.911538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:44.911566] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:44.914823] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=74.26%)
[2025-12-15T20:22:44.915086] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-15T20:22:44.915203] [INFO ] [sig       ] FWONK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:45.053386] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FWONK.txt
[2025-12-15T20:22:45.053499] [INFO ] [sig       ] [1347/3591] Completed FWONK in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-15T20:22:45.053538] [INFO ] [sig       ] [1348/3591] Forecasting FWRD...
[2025-12-15T20:22:45.053585] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-15T20:22:45.053620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-15T20:22:45.064301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-15T20:22:45.064626] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-15T20:22:45.065358] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-15T20:22:45.065408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:45.065439] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:45.065466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:45.065522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:45.121097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:45.121720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:45.121796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:45.121827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:45.246638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:45.246768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:45.246807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:45.246838] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:45.250240] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-12-15T20:22:45.250506] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-15T20:22:45.250646] [INFO ] [sig       ] FWRD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:45.388767] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/FWRD.txt
[2025-12-15T20:22:45.388890] [INFO ] [sig       ] [1348/3591] Completed FWRD in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-15T20:22:45.388945] [INFO ] [sig       ] [1349/3591] Forecasting FWRG...
[2025-12-15T20:22:45.388979] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-15T20:22:45.389010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-15T20:22:45.400286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-15T20:22:45.400619] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-15T20:22:45.401378] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-15T20:22:45.401429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:45.401460] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:45.401502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:45.401560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:45.459755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:45.460398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:45.460518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:45.460563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:45.584513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:45.584685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:45.584727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:45.584756] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:45.588079] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-15T20:22:45.588353] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-15T20:22:45.588477] [INFO ] [sig       ] FWRG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:45.731729] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FWRG.txt
[2025-12-15T20:22:45.731890] [INFO ] [sig       ] [1349/3591] Completed FWRG in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-15T20:22:45.731932] [INFO ] [sig       ] [1350/3591] Forecasting FYC...
[2025-12-15T20:22:45.731963] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-15T20:22:45.731995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-15T20:22:45.744339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-15T20:22:45.744960] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-15T20:22:45.746050] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-15T20:22:45.746105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:45.746137] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:45.746164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:45.746222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:45.805917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:45.806848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:45.806934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:45.806966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:45.932791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:45.932954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:45.932994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:45.933023] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:45.936402] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=34.37%)
[2025-12-15T20:22:45.936691] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-15T20:22:45.936817] [INFO ] [sig       ] FYC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:46.080170] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FYC.txt
[2025-12-15T20:22:46.080329] [INFO ] [sig       ] [1350/3591] Completed FYC in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-15T20:22:46.080372] [INFO ] [sig       ] [1351/3591] Forecasting FYX...
[2025-12-15T20:22:46.080402] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-15T20:22:46.080431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-15T20:22:46.091972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-15T20:22:46.092372] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-15T20:22:46.093180] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-15T20:22:46.093232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:46.093263] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:46.093291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:46.093348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:46.151059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:46.151968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:46.152055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:46.152095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:46.277087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:46.277249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:46.277289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:46.277317] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:46.280777] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=41.37%)
[2025-12-15T20:22:46.281092] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-15T20:22:46.281226] [INFO ] [sig       ] FYX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:46.426588] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/FYX.txt
[2025-12-15T20:22:46.426745] [INFO ] [sig       ] [1351/3591] Completed FYX in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-15T20:22:46.426788] [INFO ] [sig       ] [1352/3591] Forecasting G...
[2025-12-15T20:22:46.426818] [INFO ] [sig       ] Generating forecast for: G
[2025-12-15T20:22:46.426848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-15T20:22:46.438396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-15T20:22:46.438842] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-15T20:22:46.439702] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-15T20:22:46.439756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:46.439790] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:46.439817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:46.439874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:46.494628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:46.495457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:46.495543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:46.495595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:46.620695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:46.620843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:46.620884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:46.620912] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:46.624190] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=86.05%)
[2025-12-15T20:22:46.624457] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-15T20:22:46.624594] [INFO ] [sig       ] G: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:46.762222] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/G.txt
[2025-12-15T20:22:46.762376] [INFO ] [sig       ] [1352/3591] Completed G in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-15T20:22:46.762417] [INFO ] [sig       ] [1353/3591] Forecasting GAB...
[2025-12-15T20:22:46.762446] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-15T20:22:46.762476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-15T20:22:46.773064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-15T20:22:46.773400] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-15T20:22:46.774170] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-15T20:22:46.774221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:46.774252] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:46.774278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:46.774334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:46.830643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:46.831447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:46.831527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:46.831559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:46.953278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:46.953430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:46.953471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:46.953500] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:46.957160] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-15T20:22:46.957499] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-15T20:22:46.957658] [INFO ] [sig       ] GAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:47.099265] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GAB.txt
[2025-12-15T20:22:47.099407] [INFO ] [sig       ] [1353/3591] Completed GAB in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-15T20:22:47.099447] [INFO ] [sig       ] [1354/3591] Forecasting GABC...
[2025-12-15T20:22:47.099477] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-15T20:22:47.099508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-15T20:22:47.111030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-15T20:22:47.111409] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-15T20:22:47.112180] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-15T20:22:47.112231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:47.112262] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:47.112289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:47.112345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:47.171803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:47.172908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:47.173010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:47.173042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:47.290735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:47.290892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:47.290931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:47.290959] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:47.294705] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-15T20:22:47.295005] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-15T20:22:47.295147] [INFO ] [sig       ] GABC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:47.439745] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GABC.txt
[2025-12-15T20:22:47.439883] [INFO ] [sig       ] [1354/3591] Completed GABC in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-15T20:22:47.439923] [INFO ] [sig       ] [1355/3591] Forecasting GAIA...
[2025-12-15T20:22:47.439953] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-15T20:22:47.439982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-15T20:22:47.451631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-15T20:22:47.452012] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-15T20:22:47.452807] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-15T20:22:47.452857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:47.452890] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:47.452926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:47.452992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:47.512539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:47.513492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:47.513596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:47.513632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:47.634113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:47.634289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:47.634330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:47.634359] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:47.637894] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-15T20:22:47.638229] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-15T20:22:47.638373] [INFO ] [sig       ] GAIA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:47.783894] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GAIA.txt
[2025-12-15T20:22:47.784049] [INFO ] [sig       ] [1355/3591] Completed GAIA in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-15T20:22:47.784094] [INFO ] [sig       ] [1356/3591] Forecasting GAIN...
[2025-12-15T20:22:47.784129] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-15T20:22:47.784164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-15T20:22:47.795809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-15T20:22:47.796187] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-15T20:22:47.796972] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-15T20:22:47.797023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:47.797086] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:47.797126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:47.797208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:47.854419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:47.855092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:47.855169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:47.855202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:47.977974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:47.978135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:47.978176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:47.978204] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:47.981495] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=59.84%)
[2025-12-15T20:22:47.981805] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-15T20:22:47.981927] [INFO ] [sig       ] GAIN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:48.123241] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GAIN.txt
[2025-12-15T20:22:48.123395] [INFO ] [sig       ] [1356/3591] Completed GAIN in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-15T20:22:48.123444] [INFO ] [sig       ] [1357/3591] Forecasting GAM...
[2025-12-15T20:22:48.123475] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-15T20:22:48.123504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-15T20:22:48.134519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-15T20:22:48.134953] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-15T20:22:48.135782] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-15T20:22:48.135834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:48.135867] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:48.135900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:48.135965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:48.196025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:48.196895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:48.196979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:48.197012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:48.313859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:48.314009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:48.314048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:48.314077] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:48.317369] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-15T20:22:48.317647] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-15T20:22:48.317766] [INFO ] [sig       ] GAM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:48.458804] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GAM.txt
[2025-12-15T20:22:48.458956] [INFO ] [sig       ] [1357/3591] Completed GAM in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-15T20:22:48.458997] [INFO ] [sig       ] [1358/3591] Forecasting GAMB...
[2025-12-15T20:22:48.459026] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-15T20:22:48.459055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-15T20:22:48.470841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-15T20:22:48.471178] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-15T20:22:48.471972] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-15T20:22:48.472025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:48.472057] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:48.472083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:48.472149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:48.528669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:48.529326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:48.529402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:48.529434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:48.659714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:48.659904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:48.659953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:48.659985] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:48.663693] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-15T20:22:48.663999] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-15T20:22:48.664133] [INFO ] [sig       ] GAMB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:48.809522] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GAMB.txt
[2025-12-15T20:22:48.809676] [INFO ] [sig       ] [1358/3591] Completed GAMB in 0.4s | 2.93 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-15T20:22:48.809720] [INFO ] [sig       ] [1359/3591] Forecasting GANX...
[2025-12-15T20:22:48.809751] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-15T20:22:48.809783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-15T20:22:48.821041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-15T20:22:48.821373] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-15T20:22:48.822158] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-15T20:22:48.822210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:48.822241] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:48.822267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:48.822325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:48.880893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:48.881915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:48.882016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:48.882059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:49.003887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:49.004028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:49.004066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:49.004131] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:49.007793] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-15T20:22:49.008059] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-15T20:22:49.008178] [INFO ] [sig       ] GANX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:49.147540] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GANX.txt
[2025-12-15T20:22:49.147681] [INFO ] [sig       ] [1359/3591] Completed GANX in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-15T20:22:49.147722] [INFO ] [sig       ] [1360/3591] Forecasting GASS...
[2025-12-15T20:22:49.147751] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-15T20:22:49.147781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-15T20:22:49.158346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-15T20:22:49.158669] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-15T20:22:49.159600] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-15T20:22:49.159654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:49.159685] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:49.159710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:49.159766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:49.215412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:49.216265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:49.216361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:49.216394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:49.342458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:49.342630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:49.342671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:49.342701] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:49.346082] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-15T20:22:49.346373] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-15T20:22:49.346502] [INFO ] [sig       ] GASS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:49.499823] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GASS.txt
[2025-12-15T20:22:49.499991] [INFO ] [sig       ] [1360/3591] Completed GASS in 0.4s | 2.93 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-15T20:22:49.500032] [INFO ] [sig       ] [1361/3591] Forecasting GATX...
[2025-12-15T20:22:49.500065] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-15T20:22:49.500102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-15T20:22:49.511511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-15T20:22:49.511932] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-15T20:22:49.512746] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-15T20:22:49.512798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:49.512830] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:49.512856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:49.512914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:49.570599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:49.571434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:49.571514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:49.571546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:49.694059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:49.694206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:49.694246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:49.694274] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:49.697544] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-15T20:22:49.697833] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-15T20:22:49.697959] [INFO ] [sig       ] GATX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:49.838325] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GATX.txt
[2025-12-15T20:22:49.838687] [INFO ] [sig       ] [1361/3591] Completed GATX in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:49.838728] [INFO ] [sig       ] [1362/3591] Forecasting GAUZ...
[2025-12-15T20:22:49.838757] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-15T20:22:49.838788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-15T20:22:49.849495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-15T20:22:49.849845] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-15T20:22:49.850723] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-15T20:22:49.850786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:49.850818] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:49.850845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:49.850900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:49.907101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:49.907741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:49.907817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:49.907849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:50.026117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:50.026289] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:22:50.026328] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:50.026355] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:50.029968] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-15T20:22:50.030330] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-15T20:22:50.030470] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:50.168212] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GAUZ.txt
[2025-12-15T20:22:50.168364] [INFO ] [sig       ] [1362/3591] Completed GAUZ in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:50.168406] [INFO ] [sig       ] [1363/3591] Forecasting GBAB...
[2025-12-15T20:22:50.168436] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-15T20:22:50.168466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-15T20:22:50.182686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-15T20:22:50.183069] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-15T20:22:50.183891] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-15T20:22:50.183944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:50.183975] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:50.184002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:50.184058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:50.241700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:50.242548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:50.242650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:50.242683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:50.374269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:50.374650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:50.374691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:50.374719] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:50.378450] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-15T20:22:50.378808] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-15T20:22:50.379000] [INFO ] [sig       ] GBAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:50.527278] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GBAB.txt
[2025-12-15T20:22:50.527433] [INFO ] [sig       ] [1363/3591] Completed GBAB in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:50.527474] [INFO ] [sig       ] [1364/3591] Forecasting GBCI...
[2025-12-15T20:22:50.527505] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-15T20:22:50.527535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-15T20:22:50.539856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-15T20:22:50.540273] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-15T20:22:50.541312] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-15T20:22:50.541530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:50.541561] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:50.541615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:50.541673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:50.601437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:50.602427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:50.602534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:50.602603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:50.729271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:50.729427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:50.729468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:50.729498] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:50.732936] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-15T20:22:50.733228] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-15T20:22:50.733355] [INFO ] [sig       ] GBCI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:50.885663] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GBCI.txt
[2025-12-15T20:22:50.885824] [INFO ] [sig       ] [1364/3591] Completed GBCI in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:50.885868] [INFO ] [sig       ] [1365/3591] Forecasting GBDC...
[2025-12-15T20:22:50.885901] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-15T20:22:50.885932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-15T20:22:50.900649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-15T20:22:50.901103] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-15T20:22:50.901974] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-15T20:22:50.902027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:50.902059] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:50.902085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:50.902142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:50.971781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:50.972689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:50.972773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:50.972806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:51.094499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:51.094689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:51.094740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:51.094772] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:51.098184] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-15T20:22:51.098465] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-15T20:22:51.098610] [INFO ] [sig       ] GBDC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:51.242271] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GBDC.txt
[2025-12-15T20:22:51.242434] [INFO ] [sig       ] [1365/3591] Completed GBDC in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:51.242484] [INFO ] [sig       ] [1366/3591] Forecasting GBIO...
[2025-12-15T20:22:51.242516] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-15T20:22:51.242549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-15T20:22:51.254000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-15T20:22:51.254420] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-15T20:22:51.255240] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-15T20:22:51.255294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:51.255327] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:51.255356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:51.255414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:51.313524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:51.314391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:51.314507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:51.314541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:51.433812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:51.433977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:51.434022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:51.434053] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:51.438065] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=16.92%)
[2025-12-15T20:22:51.438349] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-15T20:22:51.438677] [INFO ] [sig       ] GBIO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:51.585733] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GBIO.txt
[2025-12-15T20:22:51.585897] [INFO ] [sig       ] [1366/3591] Completed GBIO in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:51.585941] [INFO ] [sig       ] [1367/3591] Forecasting GBTG...
[2025-12-15T20:22:51.585973] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-15T20:22:51.586006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-15T20:22:51.596990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-15T20:22:51.597382] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-15T20:22:51.598149] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-15T20:22:51.598201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:51.598232] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:51.598259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:51.598320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:51.657587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:51.658476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:51.658765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:51.658797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:51.790840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:51.791008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:51.791056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:51.791088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:51.795186] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=43.43%)
[2025-12-15T20:22:51.795727] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-15T20:22:51.795869] [INFO ] [sig       ] GBTG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:51.947398] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GBTG.txt
[2025-12-15T20:22:51.947552] [INFO ] [sig       ] [1367/3591] Completed GBTG in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:51.947618] [INFO ] [sig       ] [1368/3591] Forecasting GBX...
[2025-12-15T20:22:51.947652] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-15T20:22:51.947682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-15T20:22:51.960359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-15T20:22:51.960699] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-15T20:22:51.961665] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-15T20:22:51.961716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:51.961747] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:51.961773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:51.961829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:52.018451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:52.019082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:52.019169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:52.019203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:52.146895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:52.147049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:52.147090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:52.147118] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:52.150818] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=19.18%)
[2025-12-15T20:22:52.151095] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-15T20:22:52.151217] [INFO ] [sig       ] GBX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:52.294481] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GBX.txt
[2025-12-15T20:22:52.294653] [INFO ] [sig       ] [1368/3591] Completed GBX in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:52.294697] [INFO ] [sig       ] [1369/3591] Forecasting GCBC...
[2025-12-15T20:22:52.294727] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-15T20:22:52.294756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-15T20:22:52.305718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-15T20:22:52.306068] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-15T20:22:52.306953] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-15T20:22:52.307005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:52.307036] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:52.307062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:52.307117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:52.363099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:52.363914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:52.363993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:52.364025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:52.471469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:52.471641] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:22:52.471698] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:52.471728] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:52.475022] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-12-15T20:22:52.475296] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-15T20:22:52.475421] [INFO ] [sig       ] GCBC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:52.615767] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GCBC.txt
[2025-12-15T20:22:52.615959] [INFO ] [sig       ] [1369/3591] Completed GCBC in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:52.616001] [INFO ] [sig       ] [1370/3591] Forecasting GCMG...
[2025-12-15T20:22:52.616032] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-15T20:22:52.616064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-15T20:22:52.627445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-15T20:22:52.627851] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-15T20:22:52.628659] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-15T20:22:52.628712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:52.628745] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:52.628774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:52.628832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:52.688177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:52.689056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:52.689142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:52.689176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:52.824386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:52.824550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:52.824610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:52.824642] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:52.828191] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-15T20:22:52.828526] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-15T20:22:52.828675] [INFO ] [sig       ] GCMG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:52.972872] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GCMG.txt
[2025-12-15T20:22:52.973045] [INFO ] [sig       ] [1370/3591] Completed GCMG in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-15T20:22:52.973092] [INFO ] [sig       ] [1371/3591] Forecasting GCO...
[2025-12-15T20:22:52.973124] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-15T20:22:52.973156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-15T20:22:52.985022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-15T20:22:52.985424] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-15T20:22:52.986228] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-15T20:22:52.986280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:52.986313] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:52.986340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:52.986397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:53.046662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:53.047518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:53.047621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:53.047657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:53.171212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:53.171382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:53.171429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:53.171458] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:53.175249] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=73.45%)
[2025-12-15T20:22:53.175532] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-15T20:22:53.175679] [INFO ] [sig       ] GCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:53.319339] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GCO.txt
[2025-12-15T20:22:53.319494] [INFO ] [sig       ] [1371/3591] Completed GCO in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-15T20:22:53.319534] [INFO ] [sig       ] [1372/3591] Forecasting GD...
[2025-12-15T20:22:53.319563] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-15T20:22:53.319617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-15T20:22:53.330554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-15T20:22:53.330935] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-15T20:22:53.331744] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-15T20:22:53.331794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:53.331826] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:53.331852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:53.331908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:53.389972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:53.390840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:53.390925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:53.390958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:53.513563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:53.513755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:53.513824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:53.513861] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:53.517219] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=79.28%)
[2025-12-15T20:22:53.517502] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-15T20:22:53.517649] [INFO ] [sig       ] GD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:53.662522] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GD.txt
[2025-12-15T20:22:53.662706] [INFO ] [sig       ] [1372/3591] Completed GD in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-15T20:22:53.662748] [INFO ] [sig       ] [1373/3591] Forecasting GDC...
[2025-12-15T20:22:53.662778] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-15T20:22:53.662808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-15T20:22:53.673987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-15T20:22:53.674400] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-15T20:22:53.675239] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-15T20:22:53.675292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:53.675369] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:53.675401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:53.675464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:53.739448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:53.740366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:53.740450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:53.740483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:53.865173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:53.865337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:53.865384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:53.865418] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:53.868720] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-15T20:22:53.869030] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-15T20:22:53.869163] [INFO ] [sig       ] GDC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:54.011743] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GDC.txt
[2025-12-15T20:22:54.011901] [INFO ] [sig       ] [1373/3591] Completed GDC in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-15T20:22:54.011942] [INFO ] [sig       ] [1374/3591] Forecasting GDDY...
[2025-12-15T20:22:54.011972] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-15T20:22:54.012003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-15T20:22:54.023888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-15T20:22:54.024300] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-15T20:22:54.025280] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-15T20:22:54.025342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:54.025380] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:54.025412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:54.025471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:54.084280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:54.085151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:54.085238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:54.085279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:54.217403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:54.217590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:54.217636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:54.217664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:54.221236] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2025-12-15T20:22:54.221655] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-15T20:22:54.221821] [INFO ] [sig       ] GDDY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:54.365740] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GDDY.txt
[2025-12-15T20:22:54.365902] [INFO ] [sig       ] [1374/3591] Completed GDDY in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-15T20:22:54.365944] [INFO ] [sig       ] [1375/3591] Forecasting GDEN...
[2025-12-15T20:22:54.365996] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-15T20:22:54.366047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-15T20:22:54.378657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-15T20:22:54.379119] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-15T20:22:54.380011] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-15T20:22:54.380066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:54.380109] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:54.380145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:54.380203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:54.438251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:54.439248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:54.439341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:54.439374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:54.564215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:54.564374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:54.564414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:54.564443] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:54.567822] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=18.18%)
[2025-12-15T20:22:54.568108] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-15T20:22:54.568235] [INFO ] [sig       ] GDEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:54.721913] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GDEN.txt
[2025-12-15T20:22:54.722076] [INFO ] [sig       ] [1375/3591] Completed GDEN in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-15T20:22:54.722117] [INFO ] [sig       ] [1376/3591] Forecasting GDRX...
[2025-12-15T20:22:54.722146] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-15T20:22:54.722177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-15T20:22:54.732975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-15T20:22:54.733343] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-15T20:22:54.734132] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-15T20:22:54.734183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:54.734214] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:54.734240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:54.734295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:54.790498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:54.791467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:54.791568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:54.791624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:54.914498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:54.914676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:54.914747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:54.914830] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:54.918341] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-15T20:22:54.918684] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-15T20:22:54.918821] [INFO ] [sig       ] GDRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:55.061244] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GDRX.txt
[2025-12-15T20:22:55.061418] [INFO ] [sig       ] [1376/3591] Completed GDRX in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-15T20:22:55.061469] [INFO ] [sig       ] [1377/3591] Forecasting GDS...
[2025-12-15T20:22:55.061507] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-15T20:22:55.061539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-15T20:22:55.073152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-15T20:22:55.073560] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-15T20:22:55.074380] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-15T20:22:55.074433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:55.074466] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:55.074495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:55.074552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:55.133697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:55.134604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:55.134692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:55.134725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:55.259916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:55.260056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:55.260098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:55.260128] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:55.263824] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-15T20:22:55.264117] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-15T20:22:55.264246] [INFO ] [sig       ] GDS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:55.409320] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GDS.txt
[2025-12-15T20:22:55.409496] [INFO ] [sig       ] [1377/3591] Completed GDS in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-15T20:22:55.409539] [INFO ] [sig       ] [1378/3591] Forecasting GDYN...
[2025-12-15T20:22:55.409586] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-15T20:22:55.409620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-15T20:22:55.420725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-15T20:22:55.421108] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-15T20:22:55.421948] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-15T20:22:55.422003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:55.422035] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:55.422063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:55.422121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:55.482256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:55.483171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:55.483265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:55.483312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:55.613801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:55.613949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:55.613989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:55.614019] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:55.617298] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-15T20:22:55.617782] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-15T20:22:55.617907] [INFO ] [sig       ] GDYN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:55.764123] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GDYN.txt
[2025-12-15T20:22:55.764284] [INFO ] [sig       ] [1378/3591] Completed GDYN in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-15T20:22:55.764326] [INFO ] [sig       ] [1379/3591] Forecasting GE...
[2025-12-15T20:22:55.764357] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-15T20:22:55.764391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-15T20:22:55.776098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-15T20:22:55.776496] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-15T20:22:55.777299] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-15T20:22:55.777353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:55.777386] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:55.777413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:55.777471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:55.835060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:55.835935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:55.836020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:55.836054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:55.959360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:55.959520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:55.959561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:55.959610] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:55.963008] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=20.92%)
[2025-12-15T20:22:55.963329] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-15T20:22:55.963475] [INFO ] [sig       ] GE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:56.109048] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GE.txt
[2025-12-15T20:22:56.109178] [INFO ] [sig       ] [1379/3591] Completed GE in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:56.109217] [INFO ] [sig       ] [1380/3591] Forecasting GECC...
[2025-12-15T20:22:56.109247] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-15T20:22:56.109276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-15T20:22:56.120092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-15T20:22:56.120429] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-15T20:22:56.121234] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-15T20:22:56.121286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:56.121319] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:56.121346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:56.121403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:56.179650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:56.180440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:56.180523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:56.180556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:56.303223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:56.303349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:56.303388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:56.303430] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:56.307516] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-15T20:22:56.308054] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-15T20:22:56.308220] [INFO ] [sig       ] GECC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:56.463772] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GECC.txt
[2025-12-15T20:22:56.463924] [INFO ] [sig       ] [1380/3591] Completed GECC in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:56.463966] [INFO ] [sig       ] [1381/3591] Forecasting GEF...
[2025-12-15T20:22:56.463997] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-15T20:22:56.464027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-15T20:22:56.474972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-15T20:22:56.475346] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-15T20:22:56.476118] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-15T20:22:56.476169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:56.476200] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:56.476226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:56.476280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:56.533760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:56.534534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:56.534631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:56.534665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:56.655175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:56.655319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:56.655360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:56.655390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:56.658706] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2025-12-15T20:22:56.659004] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-15T20:22:56.659128] [INFO ] [sig       ] GEF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:56.799228] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GEF.txt
[2025-12-15T20:22:56.799419] [INFO ] [sig       ] [1381/3591] Completed GEF in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:56.799468] [INFO ] [sig       ] [1382/3591] Forecasting GEHC...
[2025-12-15T20:22:56.799507] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-15T20:22:56.799551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-15T20:22:56.810515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-15T20:22:56.810909] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-15T20:22:56.811691] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-15T20:22:56.811742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:56.811773] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:56.811799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:56.811855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:56.868738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:56.869495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:56.869593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:56.869642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:56.994521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:56.994704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:56.994752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:56.994780] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:56.998060] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-15T20:22:56.998322] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-15T20:22:56.998440] [INFO ] [sig       ] GEHC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:57.136928] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GEHC.txt
[2025-12-15T20:22:57.137076] [INFO ] [sig       ] [1382/3591] Completed GEHC in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:57.137114] [INFO ] [sig       ] [1383/3591] Forecasting GEL...
[2025-12-15T20:22:57.137145] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-15T20:22:57.137174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-15T20:22:57.148611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-15T20:22:57.148976] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-15T20:22:57.149748] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-15T20:22:57.149799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:57.149829] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:57.149855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:57.149912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:57.208531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:57.209307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:57.209433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:57.209473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:57.331510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:57.331686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:57.331728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:57.331756] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:57.335081] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-15T20:22:57.335349] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-15T20:22:57.335470] [INFO ] [sig       ] GEL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:57.478796] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GEL.txt
[2025-12-15T20:22:57.478962] [INFO ] [sig       ] [1383/3591] Completed GEL in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:57.479011] [INFO ] [sig       ] [1384/3591] Forecasting GEN...
[2025-12-15T20:22:57.479043] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-15T20:22:57.479072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-15T20:22:57.491789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-15T20:22:57.492148] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-15T20:22:57.493162] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-15T20:22:57.493214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:57.493244] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:57.493270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:57.493341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:57.548978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:57.549797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:57.549900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:57.549934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:57.673029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:57.673179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:57.673218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:57.673248] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:57.677324] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-15T20:22:57.677634] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-15T20:22:57.677756] [INFO ] [sig       ] GEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:57.817747] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GEN.txt
[2025-12-15T20:22:57.817894] [INFO ] [sig       ] [1384/3591] Completed GEN in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:57.817933] [INFO ] [sig       ] [1385/3591] Forecasting GENI...
[2025-12-15T20:22:57.817962] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-15T20:22:57.817991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-15T20:22:57.828881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-15T20:22:57.829256] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-15T20:22:57.830015] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-15T20:22:57.830065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:57.830096] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:57.830122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:57.830177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:57.886004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:57.886938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:57.887027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:57.887059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:58.010144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:58.010300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:58.010342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:58.010372] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:58.014200] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-15T20:22:58.014504] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-15T20:22:58.014658] [INFO ] [sig       ] GENI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:58.171605] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GENI.txt
[2025-12-15T20:22:58.171762] [INFO ] [sig       ] [1385/3591] Completed GENI in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:58.171801] [INFO ] [sig       ] [1386/3591] Forecasting GENK...
[2025-12-15T20:22:58.171831] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-15T20:22:58.171862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-15T20:22:58.183140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-15T20:22:58.183537] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-15T20:22:58.184542] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-15T20:22:58.184626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:58.184662] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:58.184690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:58.184746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:58.241988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:58.242887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:58.242970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:58.243004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:58.370703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:58.370856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:58.370895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:58.370926] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:58.374266] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-15T20:22:58.374564] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-15T20:22:58.374714] [INFO ] [sig       ] GENK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:58.529750] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GENK.txt
[2025-12-15T20:22:58.529938] [INFO ] [sig       ] [1386/3591] Completed GENK in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:58.529980] [INFO ] [sig       ] [1387/3591] Forecasting GEOS...
[2025-12-15T20:22:58.530012] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-15T20:22:58.530045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-15T20:22:58.540993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-15T20:22:58.541330] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-15T20:22:58.542147] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-15T20:22:58.542199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:58.542232] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:58.542260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:58.542317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:58.600951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:58.602020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:58.602103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:58.602137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:58.727898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:58.728054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:58.728093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:58.728122] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:58.732142] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=23.91%)
[2025-12-15T20:22:58.732421] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-15T20:22:58.732564] [INFO ] [sig       ] GEOS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:58.875839] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GEOS.txt
[2025-12-15T20:22:58.875975] [INFO ] [sig       ] [1387/3591] Completed GEOS in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:58.876014] [INFO ] [sig       ] [1388/3591] Forecasting GERN...
[2025-12-15T20:22:58.876041] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-15T20:22:58.876071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-15T20:22:58.887293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-15T20:22:58.887709] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-15T20:22:58.888495] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-15T20:22:58.888547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:58.888602] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:58.888633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:58.888691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:58.946805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:58.947514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:58.947614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:58.947649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:59.068671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:59.068822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:59.068860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:59.068888] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:59.072341] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-12-15T20:22:59.072626] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-15T20:22:59.072747] [INFO ] [sig       ] GERN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:59.218013] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GERN.txt
[2025-12-15T20:22:59.218182] [INFO ] [sig       ] [1388/3591] Completed GERN in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-15T20:22:59.218231] [INFO ] [sig       ] [1389/3591] Forecasting GES...
[2025-12-15T20:22:59.218270] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-15T20:22:59.218304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-15T20:22:59.236132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-15T20:22:59.236502] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-15T20:22:59.237513] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-15T20:22:59.237566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:59.237617] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:59.237645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:59.237702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:59.295660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:59.296344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:59.296432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:59.296467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:59.426938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:59.427092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:59.427133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:59.427164] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:59.430546] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-12-15T20:22:59.430842] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-15T20:22:59.430968] [INFO ] [sig       ] GES: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:22:59.572864] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GES.txt
[2025-12-15T20:22:59.572994] [INFO ] [sig       ] [1389/3591] Completed GES in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-15T20:22:59.573034] [INFO ] [sig       ] [1390/3591] Forecasting GEVO...
[2025-12-15T20:22:59.573064] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-15T20:22:59.573093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-15T20:22:59.584783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-15T20:22:59.585147] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-15T20:22:59.586015] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-15T20:22:59.586068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:59.586148] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:59.586177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:59.586240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:59.654182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:59.655107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:59.655193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:59.655227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:22:59.779609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:22:59.779957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:22:59.779996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:22:59.780025] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:22:59.783312] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-15T20:22:59.783597] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-15T20:22:59.783717] [INFO ] [sig       ] GEVO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:22:59.927416] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GEVO.txt
[2025-12-15T20:22:59.927607] [INFO ] [sig       ] [1390/3591] Completed GEVO in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-15T20:22:59.927652] [INFO ] [sig       ] [1391/3591] Forecasting GFF...
[2025-12-15T20:22:59.927694] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-15T20:22:59.927725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-15T20:22:59.939656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-15T20:22:59.939992] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-15T20:22:59.940752] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-15T20:22:59.940803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:22:59.940834] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:22:59.940860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:22:59.940916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:22:59.997716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:22:59.998432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:22:59.998514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:22:59.998546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:00.119484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:00.119890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:00.119935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:00.119964] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:00.123835] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-15T20:23:00.124238] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-15T20:23:00.124390] [INFO ] [sig       ] GFF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:00.268471] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GFF.txt
[2025-12-15T20:23:00.268626] [INFO ] [sig       ] [1391/3591] Completed GFF in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-15T20:23:00.268669] [INFO ] [sig       ] [1392/3591] Forecasting GFI...
[2025-12-15T20:23:00.268699] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-15T20:23:00.268728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-15T20:23:00.280752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-15T20:23:00.281157] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-15T20:23:00.282017] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-15T20:23:00.282072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:00.282106] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:00.282133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:00.282191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:00.341131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:00.342093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:00.342193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:00.342230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:00.477508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:00.477661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:00.477702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:00.477730] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:00.481809] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=30.95%)
[2025-12-15T20:23:00.482149] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-15T20:23:00.482289] [INFO ] [sig       ] GFI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:00.632944] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GFI.txt
[2025-12-15T20:23:00.633104] [INFO ] [sig       ] [1392/3591] Completed GFI in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-15T20:23:00.633146] [INFO ] [sig       ] [1393/3591] Forecasting GFL...
[2025-12-15T20:23:00.633175] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-15T20:23:00.633206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-15T20:23:00.644223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-15T20:23:00.644619] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-15T20:23:00.645458] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-15T20:23:00.645525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:00.645564] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:00.645630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:00.645692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:00.706717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:00.707491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:00.707601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:00.707643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:00.834787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:00.834935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:00.834979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:00.835035] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:00.838791] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=54.09%)
[2025-12-15T20:23:00.839097] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-15T20:23:00.839228] [INFO ] [sig       ] GFL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:00.983098] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GFL.txt
[2025-12-15T20:23:00.983231] [INFO ] [sig       ] [1393/3591] Completed GFL in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-15T20:23:00.983271] [INFO ] [sig       ] [1394/3591] Forecasting GFS...
[2025-12-15T20:23:00.983314] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-15T20:23:00.983354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-15T20:23:00.999308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-15T20:23:00.999851] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-15T20:23:01.000761] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-15T20:23:01.000822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:01.000871] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:01.000917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:01.000986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:01.060700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:01.061457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:01.061538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:01.061570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:01.187601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:01.187757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:01.187797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:01.187824] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:01.192057] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-12-15T20:23:01.192475] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-15T20:23:01.192663] [INFO ] [sig       ] GFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:01.342096] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GFS.txt
[2025-12-15T20:23:01.342238] [INFO ] [sig       ] [1394/3591] Completed GFS in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-15T20:23:01.342280] [INFO ] [sig       ] [1395/3591] Forecasting GGAL...
[2025-12-15T20:23:01.342308] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-15T20:23:01.342338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-15T20:23:01.354159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-15T20:23:01.354499] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-15T20:23:01.355476] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-15T20:23:01.355530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:01.355569] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:01.355615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:01.355673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:01.413106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:01.413792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:01.413871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:01.413902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:01.538385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:01.538551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:01.538619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:01.538651] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:01.542079] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-12-15T20:23:01.542358] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-15T20:23:01.542488] [INFO ] [sig       ] GGAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:01.689417] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GGAL.txt
[2025-12-15T20:23:01.689593] [INFO ] [sig       ] [1395/3591] Completed GGAL in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-15T20:23:01.689639] [INFO ] [sig       ] [1396/3591] Forecasting GGB...
[2025-12-15T20:23:01.689676] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-15T20:23:01.689722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-15T20:23:01.701070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-15T20:23:01.701433] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-15T20:23:01.702222] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-15T20:23:01.702273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:01.702306] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:01.702332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:01.702389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:01.765039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:01.765941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:01.766023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:01.766056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:01.889893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:01.890055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:01.890099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:01.890127] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:01.893609] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-15T20:23:01.893881] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-15T20:23:01.894007] [INFO ] [sig       ] GGB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:02.045019] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GGB.txt
[2025-12-15T20:23:02.045179] [INFO ] [sig       ] [1396/3591] Completed GGB in 0.4s | 2.93 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:02.045218] [INFO ] [sig       ] [1397/3591] Forecasting GGG...
[2025-12-15T20:23:02.045249] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-15T20:23:02.045279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-15T20:23:02.057173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-15T20:23:02.057635] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-15T20:23:02.058562] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-15T20:23:02.058648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:02.058697] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:02.058727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:02.058785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:02.119386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:02.120327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:02.120422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:02.120458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:02.243023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:02.243185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:02.243228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:02.243258] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:02.246671] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2025-12-15T20:23:02.246946] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-15T20:23:02.247071] [INFO ] [sig       ] GGG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:02.392378] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GGG.txt
[2025-12-15T20:23:02.392526] [INFO ] [sig       ] [1397/3591] Completed GGG in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:02.392594] [INFO ] [sig       ] [1398/3591] Forecasting GGLL...
[2025-12-15T20:23:02.392634] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-15T20:23:02.392665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-15T20:23:02.404352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-15T20:23:02.404751] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-15T20:23:02.405617] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-15T20:23:02.405671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:02.405703] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:02.405729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:02.405786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:02.465125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:02.465848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:02.465929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:02.465963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:02.594465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:02.594652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:02.594706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:02.594737] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:02.598253] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-15T20:23:02.598610] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-15T20:23:02.598749] [INFO ] [sig       ] GGLL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:02.746960] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GGLL.txt
[2025-12-15T20:23:02.747108] [INFO ] [sig       ] [1398/3591] Completed GGLL in 0.4s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:02.747149] [INFO ] [sig       ] [1399/3591] Forecasting GGLS...
[2025-12-15T20:23:02.747180] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-15T20:23:02.747210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-15T20:23:02.759023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-15T20:23:02.759405] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-15T20:23:02.760251] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-15T20:23:02.760304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:02.760336] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:02.760363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:02.760421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:02.821353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:02.822197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:02.822295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:02.822337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:02.946628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:02.946782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:02.946824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:02.946865] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:02.950464] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2025-12-15T20:23:02.950808] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-15T20:23:02.950949] [INFO ] [sig       ] GGLS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:03.094637] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GGLS.txt
[2025-12-15T20:23:03.094788] [INFO ] [sig       ] [1399/3591] Completed GGLS in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:03.094830] [INFO ] [sig       ] [1400/3591] Forecasting GH...
[2025-12-15T20:23:03.094861] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-15T20:23:03.094891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-15T20:23:03.106409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-15T20:23:03.106815] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-15T20:23:03.107636] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-15T20:23:03.107689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:03.107721] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:03.107749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:03.107807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:03.164448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:03.165333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:03.165439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:03.165494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:03.294002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:03.294165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:03.294207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:03.294236] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:03.297656] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-15T20:23:03.297920] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-15T20:23:03.298038] [INFO ] [sig       ] GH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:03.435618] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GH.txt
[2025-12-15T20:23:03.435748] [INFO ] [sig       ] [1400/3591] Completed GH in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:03.435788] [INFO ] [sig       ] [1401/3591] Forecasting GHI...
[2025-12-15T20:23:03.435824] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-15T20:23:03.435854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-15T20:23:03.447064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-15T20:23:03.447379] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-15T20:23:03.448180] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-15T20:23:03.448242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:03.448274] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:03.448300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:03.448356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:03.505075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:03.505693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:03.505771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:03.505803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:03.622498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:03.622661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:03.622703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:03.622732] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:03.626013] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2025-12-15T20:23:03.626282] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-15T20:23:03.626400] [INFO ] [sig       ] GHI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:03.772417] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GHI.txt
[2025-12-15T20:23:03.772590] [INFO ] [sig       ] [1401/3591] Completed GHI in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:03.772633] [INFO ] [sig       ] [1402/3591] Forecasting GHM...
[2025-12-15T20:23:03.772663] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-15T20:23:03.772693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-15T20:23:03.783377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-15T20:23:03.783723] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-15T20:23:03.784454] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-15T20:23:03.784506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:03.784539] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:03.784565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:03.784645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:03.844841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:03.845554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:03.845650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:03.845683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:03.966677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:03.966832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:03.966871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:03.966899] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:03.970450] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-15T20:23:03.970743] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-15T20:23:03.970863] [INFO ] [sig       ] GHM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:04.109805] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GHM.txt
[2025-12-15T20:23:04.109933] [INFO ] [sig       ] [1402/3591] Completed GHM in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:04.109972] [INFO ] [sig       ] [1403/3591] Forecasting GHRS...
[2025-12-15T20:23:04.110001] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-15T20:23:04.110031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-15T20:23:04.121031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-15T20:23:04.121358] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-15T20:23:04.122116] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-15T20:23:04.122167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:04.122198] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:04.122224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:04.122279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:04.178768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:04.179395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:04.179474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:04.179513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:04.300969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:04.301102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:04.301141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:04.301170] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:04.304463] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-12-15T20:23:04.304744] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-15T20:23:04.304865] [INFO ] [sig       ] GHRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:04.445446] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GHRS.txt
[2025-12-15T20:23:04.445609] [INFO ] [sig       ] [1403/3591] Completed GHRS in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:04.445653] [INFO ] [sig       ] [1404/3591] Forecasting GHY...
[2025-12-15T20:23:04.445683] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-15T20:23:04.445712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-15T20:23:04.456238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-15T20:23:04.456545] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-15T20:23:04.457305] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-15T20:23:04.457357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:04.457389] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:04.457415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:04.457471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:04.513719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:04.514310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:04.514387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:04.514418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:04.633689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:04.633831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:04.633871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:04.633912] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:04.637210] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-15T20:23:04.637472] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-15T20:23:04.637612] [INFO ] [sig       ] GHY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:04.781354] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GHY.txt
[2025-12-15T20:23:04.781482] [INFO ] [sig       ] [1404/3591] Completed GHY in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:04.781521] [INFO ] [sig       ] [1405/3591] Forecasting GIB...
[2025-12-15T20:23:04.781551] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-15T20:23:04.781598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-15T20:23:04.792398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-15T20:23:04.792757] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-15T20:23:04.793556] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-15T20:23:04.793629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:04.793661] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:04.793694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:04.793756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:04.850072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:04.850754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:04.850844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:04.850878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:04.969661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:04.969811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:04.969853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:04.969882] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:04.973163] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-15T20:23:04.973426] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-15T20:23:04.973544] [INFO ] [sig       ] GIB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:05.112421] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GIB.txt
[2025-12-15T20:23:05.112556] [INFO ] [sig       ] [1405/3591] Completed GIB in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-15T20:23:05.112632] [INFO ] [sig       ] [1406/3591] Forecasting GIFI...
[2025-12-15T20:23:05.112670] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-15T20:23:05.112704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-15T20:23:05.123383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-15T20:23:05.123760] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-15T20:23:05.124493] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-15T20:23:05.124543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:05.124593] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:05.124622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:05.124678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:05.180413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:05.181208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:05.181291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:05.181344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:05.294082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:05.294231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:05.294270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:05.294299] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:05.297597] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-12-15T20:23:05.297868] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-15T20:23:05.297984] [INFO ] [sig       ] GIFI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:05.437266] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GIFI.txt
[2025-12-15T20:23:05.437403] [INFO ] [sig       ] [1406/3591] Completed GIFI in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-15T20:23:05.437444] [INFO ] [sig       ] [1407/3591] Forecasting GIII...
[2025-12-15T20:23:05.437473] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-15T20:23:05.437502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-15T20:23:05.452264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-15T20:23:05.452715] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-15T20:23:05.453772] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-15T20:23:05.453839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:05.453922] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:05.453963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:05.454035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:05.509191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:05.509864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:05.509944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:05.509976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:05.629157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:05.629305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:05.629343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:05.629371] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:05.632690] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-12-15T20:23:05.632953] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-15T20:23:05.633072] [INFO ] [sig       ] GIII: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:05.772813] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GIII.txt
[2025-12-15T20:23:05.772941] [INFO ] [sig       ] [1407/3591] Completed GIII in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-15T20:23:05.772981] [INFO ] [sig       ] [1408/3591] Forecasting GIL...
[2025-12-15T20:23:05.773010] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-15T20:23:05.773039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-15T20:23:05.783759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-15T20:23:05.784072] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-15T20:23:05.784825] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-15T20:23:05.784876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:05.784906] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:05.784945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:05.785003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:05.841089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:05.841845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:05.841926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:05.841959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:05.965658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:05.965812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:05.965852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:05.965882] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:05.969223] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-15T20:23:05.969489] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-15T20:23:05.969652] [INFO ] [sig       ] GIL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:06.109649] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GIL.txt
[2025-12-15T20:23:06.109979] [INFO ] [sig       ] [1408/3591] Completed GIL in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-15T20:23:06.110018] [INFO ] [sig       ] [1409/3591] Forecasting GILD...
[2025-12-15T20:23:06.110048] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-15T20:23:06.110077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-15T20:23:06.121391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-15T20:23:06.121721] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-15T20:23:06.122551] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-15T20:23:06.122623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:06.122658] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:06.122684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:06.122741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:06.180861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:06.181741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:06.181824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:06.181858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:06.307523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:06.307725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:06.307775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:06.307814] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:06.312501] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-15T20:23:06.312885] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-15T20:23:06.313046] [INFO ] [sig       ] GILD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:06.466547] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GILD.txt
[2025-12-15T20:23:06.466717] [INFO ] [sig       ] [1409/3591] Completed GILD in 0.4s | 2.93 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-15T20:23:06.466757] [INFO ] [sig       ] [1410/3591] Forecasting GIS...
[2025-12-15T20:23:06.466787] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-15T20:23:06.466817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-15T20:23:06.477484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-15T20:23:06.477856] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-15T20:23:06.478642] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-15T20:23:06.478692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:06.478724] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:06.478750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:06.478817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:06.548292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:06.549278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:06.549367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:06.549400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:06.666718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:06.666880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:06.666921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:06.666989] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:06.670503] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-15T20:23:06.670981] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-15T20:23:06.671116] [INFO ] [sig       ] GIS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:06.812296] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GIS.txt
[2025-12-15T20:23:06.812464] [INFO ] [sig       ] [1410/3591] Completed GIS in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-15T20:23:06.812505] [INFO ] [sig       ] [1411/3591] Forecasting GKOS...
[2025-12-15T20:23:06.812534] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-15T20:23:06.812562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-15T20:23:06.823114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-15T20:23:06.823420] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-15T20:23:06.824169] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-15T20:23:06.824220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:06.824252] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:06.824278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:06.824333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:06.881589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:06.882410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:06.882493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:06.882525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:07.003466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:07.003638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:07.003686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:07.003720] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:07.006943] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2025-12-15T20:23:07.007204] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-15T20:23:07.007322] [INFO ] [sig       ] GKOS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:07.145389] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GKOS.txt
[2025-12-15T20:23:07.145522] [INFO ] [sig       ] [1411/3591] Completed GKOS in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-15T20:23:07.145563] [INFO ] [sig       ] [1412/3591] Forecasting GL...
[2025-12-15T20:23:07.145615] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-15T20:23:07.145665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-15T20:23:07.156712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-15T20:23:07.157038] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-15T20:23:07.157832] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-15T20:23:07.157882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:07.157913] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:07.157939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:07.157996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:07.214184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:07.214846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:07.214923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:07.214956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:07.339169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:07.339320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:07.339361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:07.339393] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:07.342806] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=33.34%)
[2025-12-15T20:23:07.343079] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-15T20:23:07.343202] [INFO ] [sig       ] GL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:07.482279] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GL.txt
[2025-12-15T20:23:07.482401] [INFO ] [sig       ] [1412/3591] Completed GL in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-15T20:23:07.482439] [INFO ] [sig       ] [1413/3591] Forecasting GLAD...
[2025-12-15T20:23:07.482469] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-15T20:23:07.482499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-15T20:23:07.493118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-15T20:23:07.493411] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-15T20:23:07.494161] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-15T20:23:07.494212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:07.494243] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:07.494269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:07.494325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:07.549383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:07.550017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:07.550093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:07.550126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:07.671695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:07.671859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:07.671907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:07.671939] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:07.675369] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-12-15T20:23:07.675648] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-15T20:23:07.675768] [INFO ] [sig       ] GLAD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:07.815998] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GLAD.txt
[2025-12-15T20:23:07.816120] [INFO ] [sig       ] [1413/3591] Completed GLAD in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:07.816160] [INFO ] [sig       ] [1414/3591] Forecasting GLBE...
[2025-12-15T20:23:07.816189] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-15T20:23:07.816218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-15T20:23:07.826932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-15T20:23:07.827238] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-15T20:23:07.828004] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-15T20:23:07.828055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:07.828086] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:07.828112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:07.828169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:07.885566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:07.886198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:07.886275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:07.886308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:08.010777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:08.010932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:08.010976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:08.011007] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:08.014896] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-15T20:23:08.015162] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-15T20:23:08.015285] [INFO ] [sig       ] GLBE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:08.155259] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GLBE.txt
[2025-12-15T20:23:08.155385] [INFO ] [sig       ] [1414/3591] Completed GLBE in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:08.155423] [INFO ] [sig       ] [1415/3591] Forecasting GLBS...
[2025-12-15T20:23:08.155453] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-15T20:23:08.155482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-15T20:23:08.166825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-15T20:23:08.167182] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-15T20:23:08.168151] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-15T20:23:08.168210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:08.168243] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:08.168269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:08.168325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:08.226294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:08.226916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:08.226995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:08.227028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:08.335731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:08.335870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:08.335909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:08.335936] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:08.339260] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=41.12%)
[2025-12-15T20:23:08.339523] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-15T20:23:08.339662] [INFO ] [sig       ] GLBS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:08.499232] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GLBS.txt
[2025-12-15T20:23:08.499393] [INFO ] [sig       ] [1415/3591] Completed GLBS in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:08.499436] [INFO ] [sig       ] [1416/3591] Forecasting GLDD...
[2025-12-15T20:23:08.499468] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-15T20:23:08.499499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-15T20:23:08.511195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-15T20:23:08.511517] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-15T20:23:08.512281] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-15T20:23:08.512331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:08.512362] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:08.512389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:08.512444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:08.567448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:08.568061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:08.568139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:08.568170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:08.692195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:08.692339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:08.692377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:08.692405] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:08.695875] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=53.60%)
[2025-12-15T20:23:08.696135] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-15T20:23:08.696254] [INFO ] [sig       ] GLDD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:08.839856] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GLDD.txt
[2025-12-15T20:23:08.839987] [INFO ] [sig       ] [1416/3591] Completed GLDD in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:08.840026] [INFO ] [sig       ] [1417/3591] Forecasting GLNG...
[2025-12-15T20:23:08.840056] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-15T20:23:08.840085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-15T20:23:08.851068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-15T20:23:08.851373] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-15T20:23:08.852135] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-15T20:23:08.852185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:08.852216] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:08.852244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:08.852300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:08.907236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:08.907847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:08.907948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:08.907982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:09.028100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:09.028232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:09.028272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:09.028300] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:09.031544] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-15T20:23:09.031825] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-15T20:23:09.031943] [INFO ] [sig       ] GLNG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:09.179558] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GLNG.txt
[2025-12-15T20:23:09.179729] [INFO ] [sig       ] [1417/3591] Completed GLNG in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:09.179769] [INFO ] [sig       ] [1418/3591] Forecasting GLOB...
[2025-12-15T20:23:09.179800] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-15T20:23:09.179832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-15T20:23:09.191026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-15T20:23:09.191379] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-15T20:23:09.192153] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-15T20:23:09.192205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:09.192235] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:09.192261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:09.192318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:09.247756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:09.248549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:09.248649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:09.248682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:09.363601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:09.363758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:09.363799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:09.363828] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:09.367237] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-15T20:23:09.367593] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-15T20:23:09.367730] [INFO ] [sig       ] GLOB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:09.505523] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GLOB.txt
[2025-12-15T20:23:09.505676] [INFO ] [sig       ] [1418/3591] Completed GLOB in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:09.505718] [INFO ] [sig       ] [1419/3591] Forecasting GLP...
[2025-12-15T20:23:09.505750] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-15T20:23:09.505780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-15T20:23:09.516423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-15T20:23:09.516779] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-15T20:23:09.517520] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-15T20:23:09.517585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:09.517619] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:09.517645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:09.517700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:09.573564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:09.574180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:09.574255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:09.574288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:09.694857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:09.695010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:09.695048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:09.695077] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:09.698495] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=67.39%)
[2025-12-15T20:23:09.698899] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-15T20:23:09.699064] [INFO ] [sig       ] GLP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:09.853303] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GLP.txt
[2025-12-15T20:23:09.853460] [INFO ] [sig       ] [1419/3591] Completed GLP in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:09.853502] [INFO ] [sig       ] [1420/3591] Forecasting GLPG...
[2025-12-15T20:23:09.853533] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-15T20:23:09.853563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-15T20:23:09.864175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-15T20:23:09.864493] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-15T20:23:09.865282] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-15T20:23:09.865334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:09.865366] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:09.865394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:09.865450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:09.923625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:09.924569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:09.924677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:09.924711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:10.051991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:10.052147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:10.052188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:10.052217] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:10.055522] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=65.18%)
[2025-12-15T20:23:10.055817] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-15T20:23:10.055939] [INFO ] [sig       ] GLPG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:10.194219] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GLPG.txt
[2025-12-15T20:23:10.194373] [INFO ] [sig       ] [1420/3591] Completed GLPG in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:10.194414] [INFO ] [sig       ] [1421/3591] Forecasting GLPI...
[2025-12-15T20:23:10.194442] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-15T20:23:10.194473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-15T20:23:10.205270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-15T20:23:10.205566] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-15T20:23:10.206354] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-15T20:23:10.206419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:10.206452] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:10.206478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:10.206534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:10.262048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:10.262679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:10.262756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:10.262789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:10.377200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:10.377348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:10.377388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:10.377416] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:10.380750] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-12-15T20:23:10.381025] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-15T20:23:10.381145] [INFO ] [sig       ] GLPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:10.517525] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GLPI.txt
[2025-12-15T20:23:10.517677] [INFO ] [sig       ] [1421/3591] Completed GLPI in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:10.517719] [INFO ] [sig       ] [1422/3591] Forecasting GLRE...
[2025-12-15T20:23:10.517748] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-15T20:23:10.517778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-15T20:23:10.528346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-15T20:23:10.528671] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-15T20:23:10.529469] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-15T20:23:10.529520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:10.529550] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:10.529593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:10.529651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:10.584832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:10.585426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:10.585503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:10.585535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:10.702487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:10.702651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:10.702690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:10.702719] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:10.705958] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-12-15T20:23:10.706225] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-15T20:23:10.706344] [INFO ] [sig       ] GLRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:10.843832] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GLRE.txt
[2025-12-15T20:23:10.843939] [INFO ] [sig       ] [1422/3591] Completed GLRE in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:10.843976] [INFO ] [sig       ] [1423/3591] Forecasting GLSI...
[2025-12-15T20:23:10.844007] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-15T20:23:10.844035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-15T20:23:10.855029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-15T20:23:10.855325] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-15T20:23:10.856090] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-15T20:23:10.856141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:10.856172] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:10.856198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:10.856254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:10.911466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:10.912056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:10.912132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:10.912162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:11.026950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:11.027104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:11.027142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:11.027172] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:11.031080] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-12-15T20:23:11.031355] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-15T20:23:11.031478] [INFO ] [sig       ] GLSI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:11.169713] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GLSI.txt
[2025-12-15T20:23:11.169823] [INFO ] [sig       ] [1423/3591] Completed GLSI in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-15T20:23:11.170039] [INFO ] [sig       ] [1424/3591] Forecasting GLTO...
[2025-12-15T20:23:11.170068] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-15T20:23:11.170097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-15T20:23:11.181563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-15T20:23:11.182133] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-15T20:23:11.183108] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-15T20:23:11.183159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:11.183219] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:11.183248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:11.183305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:11.239518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:11.240352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:11.240433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:11.240465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:11.353947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:11.354109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:11.354149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:11.354176] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:11.357478] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-15T20:23:11.357760] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-15T20:23:11.357877] [INFO ] [sig       ] GLTO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:11.496873] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GLTO.txt
[2025-12-15T20:23:11.497010] [INFO ] [sig       ] [1424/3591] Completed GLTO in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-15T20:23:11.497055] [INFO ] [sig       ] [1425/3591] Forecasting GLUE...
[2025-12-15T20:23:11.497085] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-15T20:23:11.497115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-15T20:23:11.507798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-15T20:23:11.508111] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-15T20:23:11.508882] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-15T20:23:11.508950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:11.508983] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:11.509009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:11.509065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:11.564000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:11.564567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:11.564659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:11.564691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:11.682163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:11.682318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:11.682359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:11.682387] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:11.685704] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2025-12-15T20:23:11.685973] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-15T20:23:11.686094] [INFO ] [sig       ] GLUE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:11.822915] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GLUE.txt
[2025-12-15T20:23:11.823026] [INFO ] [sig       ] [1425/3591] Completed GLUE in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-15T20:23:11.823063] [INFO ] [sig       ] [1426/3591] Forecasting GMAB...
[2025-12-15T20:23:11.823092] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-15T20:23:11.823121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-15T20:23:11.834775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-15T20:23:11.835261] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-15T20:23:11.836244] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-15T20:23:11.836294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:11.836327] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:11.836353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:11.836409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:11.892203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:11.892829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:11.892905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:11.892937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:12.013613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:12.013768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:12.013806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:12.013834] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:12.017408] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-15T20:23:12.017704] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-15T20:23:12.017823] [INFO ] [sig       ] GMAB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:12.155536] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GMAB.txt
[2025-12-15T20:23:12.155677] [INFO ] [sig       ] [1426/3591] Completed GMAB in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-15T20:23:12.155718] [INFO ] [sig       ] [1427/3591] Forecasting GME...
[2025-12-15T20:23:12.155747] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-15T20:23:12.155777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-15T20:23:12.166254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-15T20:23:12.166553] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-15T20:23:12.167293] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-15T20:23:12.167343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:12.167374] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:12.167400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:12.167455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:12.221553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:12.222169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:12.222244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:12.222275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:12.339777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:12.339932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:12.339971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:12.340032] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:12.343472] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-15T20:23:12.343757] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-15T20:23:12.343879] [INFO ] [sig       ] GME: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:12.480977] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GME.txt
[2025-12-15T20:23:12.481096] [INFO ] [sig       ] [1427/3591] Completed GME in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-15T20:23:12.481134] [INFO ] [sig       ] [1428/3591] Forecasting GMED...
[2025-12-15T20:23:12.481164] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-15T20:23:12.481193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-15T20:23:12.492264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-15T20:23:12.492596] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-15T20:23:12.493515] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-15T20:23:12.493565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:12.493612] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:12.493638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:12.493693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:12.550847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:12.551725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:12.551805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:12.551837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:12.674537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:12.674688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:12.674741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:12.674771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:12.678014] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=18.74%)
[2025-12-15T20:23:12.678281] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-15T20:23:12.678400] [INFO ] [sig       ] GMED: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:12.813311] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GMED.txt
[2025-12-15T20:23:12.813429] [INFO ] [sig       ] [1428/3591] Completed GMED in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-15T20:23:12.813469] [INFO ] [sig       ] [1429/3591] Forecasting GMM...
[2025-12-15T20:23:12.813499] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-15T20:23:12.813528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-15T20:23:12.824217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-15T20:23:12.824566] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-15T20:23:12.825322] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-15T20:23:12.825372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:12.825402] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:12.825428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:12.825485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:12.881168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:12.882009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:12.882089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:12.882121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:12.991769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:12.991923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:12.991961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:12.991990] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:12.995322] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-15T20:23:12.995628] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-15T20:23:12.995754] [INFO ] [sig       ] GMM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:13.136974] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GMM.txt
[2025-12-15T20:23:13.137101] [INFO ] [sig       ] [1429/3591] Completed GMM in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-15T20:23:13.137140] [INFO ] [sig       ] [1430/3591] Forecasting GMRE...
[2025-12-15T20:23:13.137169] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-15T20:23:13.137199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-15T20:23:13.148593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-15T20:23:13.148949] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-15T20:23:13.149767] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-15T20:23:13.149820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:13.149852] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:13.149878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:13.149933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:13.206946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:13.207820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:13.207906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:13.207938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:13.331256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:13.331393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:13.331431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:13.331458] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:13.334720] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2025-12-15T20:23:13.334982] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-15T20:23:13.335101] [INFO ] [sig       ] GMRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:13.471830] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GMRE.txt
[2025-12-15T20:23:13.471982] [INFO ] [sig       ] [1430/3591] Completed GMRE in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-15T20:23:13.472021] [INFO ] [sig       ] [1431/3591] Forecasting GNE...
[2025-12-15T20:23:13.472051] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-15T20:23:13.472084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-15T20:23:13.483615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-15T20:23:13.483934] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-15T20:23:13.484691] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-15T20:23:13.484746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:13.484776] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:13.484801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:13.484856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:13.540811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:13.541680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:13.541765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:13.541797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:13.663476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:13.663644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:13.663685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:13.663713] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:13.668471] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=26.76%)
[2025-12-15T20:23:13.668958] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-15T20:23:13.669129] [INFO ] [sig       ] GNE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:13.835479] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GNE.txt
[2025-12-15T20:23:13.835675] [INFO ] [sig       ] [1431/3591] Completed GNE in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:13.835727] [INFO ] [sig       ] [1432/3591] Forecasting GNK...
[2025-12-15T20:23:13.835758] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-15T20:23:13.835788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-15T20:23:13.849398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-15T20:23:13.849928] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-15T20:23:13.850908] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-15T20:23:13.850961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:13.851018] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:13.851045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:13.851103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:13.907076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:13.908187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:13.908289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:13.908324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:14.035728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:14.035971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:14.036025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:14.036057] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:14.039915] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-15T20:23:14.040240] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-15T20:23:14.040384] [INFO ] [sig       ] GNK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:14.189117] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GNK.txt
[2025-12-15T20:23:14.189306] [INFO ] [sig       ] [1432/3591] Completed GNK in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:14.189350] [INFO ] [sig       ] [1433/3591] Forecasting GNL...
[2025-12-15T20:23:14.189380] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-15T20:23:14.189411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-15T20:23:14.204157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-15T20:23:14.204681] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-15T20:23:14.205674] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-15T20:23:14.205733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:14.205769] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:14.205801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:14.205871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:14.271017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:14.272147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:14.272245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:14.272279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:14.398504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:14.398760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:14.398808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:14.398839] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:14.402900] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-12-15T20:23:14.403296] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-15T20:23:14.403457] [INFO ] [sig       ] GNL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:14.563755] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GNL.txt
[2025-12-15T20:23:14.564156] [INFO ] [sig       ] [1433/3591] Completed GNL in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:14.564202] [INFO ] [sig       ] [1434/3591] Forecasting GNLN...
[2025-12-15T20:23:14.564236] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-15T20:23:14.564270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-15T20:23:14.579221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-15T20:23:14.579828] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-15T20:23:14.580895] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-15T20:23:14.580967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:14.581007] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:14.581040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:14.581114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:14.643867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:14.645187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:14.645304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:14.645340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:14.757755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:14.758112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:14.758153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:14.758180] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:14.762123] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-12-15T20:23:14.762443] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-15T20:23:14.762593] [INFO ] [sig       ] GNLN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:14.903258] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GNLN.txt
[2025-12-15T20:23:14.903422] [INFO ] [sig       ] [1434/3591] Completed GNLN in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:14.903465] [INFO ] [sig       ] [1435/3591] Forecasting GNLX...
[2025-12-15T20:23:14.903498] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-15T20:23:14.903530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-15T20:23:14.914099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-15T20:23:14.914476] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-15T20:23:14.915293] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-15T20:23:14.915345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:14.915378] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:14.915405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:14.915462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:14.972274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:14.973168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:14.973251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:14.973284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:15.093529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:15.093707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:15.093747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:15.093777] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:15.097053] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-15T20:23:15.097321] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-15T20:23:15.097442] [INFO ] [sig       ] GNLX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:15.237977] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GNLX.txt
[2025-12-15T20:23:15.238133] [INFO ] [sig       ] [1435/3591] Completed GNLX in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:15.238174] [INFO ] [sig       ] [1436/3591] Forecasting GNMA...
[2025-12-15T20:23:15.238211] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-15T20:23:15.238242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-15T20:23:15.250373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-15T20:23:15.250786] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-15T20:23:15.251771] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-15T20:23:15.251829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:15.251860] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:15.251888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:15.251944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:15.312041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:15.312945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:15.313046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:15.313082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:15.429346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:15.429508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:15.429547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:15.429595] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:15.433154] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-12-15T20:23:15.433475] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-15T20:23:15.433628] [INFO ] [sig       ] GNMA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:15.584158] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GNMA.txt
[2025-12-15T20:23:15.584286] [INFO ] [sig       ] [1436/3591] Completed GNMA in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:15.584325] [INFO ] [sig       ] [1437/3591] Forecasting GNOM...
[2025-12-15T20:23:15.584354] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-15T20:23:15.584385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-15T20:23:15.595130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-15T20:23:15.595499] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-15T20:23:15.596272] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-15T20:23:15.596323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:15.596356] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:15.596382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:15.596437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:15.654665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:15.655533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:15.655634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:15.655667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:15.772679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:15.772838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:15.772879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:15.772908] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:15.776311] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=25.61%)
[2025-12-15T20:23:15.776617] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-15T20:23:15.776745] [INFO ] [sig       ] GNOM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:15.921243] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GNOM.txt
[2025-12-15T20:23:15.921428] [INFO ] [sig       ] [1437/3591] Completed GNOM in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:15.921471] [INFO ] [sig       ] [1438/3591] Forecasting GNPX...
[2025-12-15T20:23:15.921501] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-15T20:23:15.921531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-15T20:23:15.934899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-15T20:23:15.935714] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-15T20:23:15.936925] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-15T20:23:15.936986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:15.937020] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:15.937047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:15.937106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:15.994369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:15.995545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:15.995672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:15.995707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:16.120560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:16.120831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:16.120878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:16.120907] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:16.124807] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-15T20:23:16.125192] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-15T20:23:16.125361] [INFO ] [sig       ] GNPX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:16.270275] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GNPX.txt
[2025-12-15T20:23:16.270442] [INFO ] [sig       ] [1438/3591] Completed GNPX in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:16.270486] [INFO ] [sig       ] [1439/3591] Forecasting GNRC...
[2025-12-15T20:23:16.270514] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-15T20:23:16.270544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-15T20:23:16.282395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-15T20:23:16.282808] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-15T20:23:16.283569] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-15T20:23:16.283641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:16.283673] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:16.283701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:16.283758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:16.340477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:16.341339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:16.341423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:16.341455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:16.466733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:16.466892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:16.466931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:16.466978] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:16.470309] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2025-12-15T20:23:16.470607] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-15T20:23:16.470735] [INFO ] [sig       ] GNRC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:16.611214] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GNRC.txt
[2025-12-15T20:23:16.611375] [INFO ] [sig       ] [1439/3591] Completed GNRC in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:16.611415] [INFO ] [sig       ] [1440/3591] Forecasting GNSS...
[2025-12-15T20:23:16.611443] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-15T20:23:16.611473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-15T20:23:16.623006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-15T20:23:16.623381] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-15T20:23:16.624149] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-15T20:23:16.624200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:16.624232] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:16.624259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:16.624314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:16.680380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:16.681231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:16.681319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:16.681352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:16.805048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:16.805206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:16.805245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:16.805276] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:16.808593] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2025-12-15T20:23:16.808872] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-15T20:23:16.809019] [INFO ] [sig       ] GNSS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:17.001439] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GNSS.txt
[2025-12-15T20:23:17.001606] [INFO ] [sig       ] [1440/3591] Completed GNSS in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-15T20:23:17.001648] [INFO ] [sig       ] [1441/3591] Forecasting GNTX...
[2025-12-15T20:23:17.001680] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-15T20:23:17.001710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-15T20:23:17.013835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-15T20:23:17.014243] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-15T20:23:17.015205] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-15T20:23:17.015256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:17.015325] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:17.015362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:17.015442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:17.072147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:17.072988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:17.073088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:17.073121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:17.192031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:17.192200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:17.192240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:17.192269] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:17.195555] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=60.22%)
[2025-12-15T20:23:17.195835] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-15T20:23:17.195954] [INFO ] [sig       ] GNTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:17.338448] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GNTX.txt
[2025-12-15T20:23:17.338607] [INFO ] [sig       ] [1441/3591] Completed GNTX in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-15T20:23:17.338651] [INFO ] [sig       ] [1442/3591] Forecasting GO...
[2025-12-15T20:23:17.338680] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-15T20:23:17.338709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-15T20:23:17.349988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-15T20:23:17.350358] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-15T20:23:17.351138] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-15T20:23:17.351189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:17.351220] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:17.351247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:17.351304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:17.406620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:17.407356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:17.407436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:17.407469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:17.525598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:17.525744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:17.525784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:17.525813] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:17.529105] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-15T20:23:17.529370] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-15T20:23:17.529491] [INFO ] [sig       ] GO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:17.669066] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GO.txt
[2025-12-15T20:23:17.669224] [INFO ] [sig       ] [1442/3591] Completed GO in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-15T20:23:17.669264] [INFO ] [sig       ] [1443/3591] Forecasting GOCO...
[2025-12-15T20:23:17.669295] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-15T20:23:17.669324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-15T20:23:17.684066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-15T20:23:17.684478] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-15T20:23:17.685342] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-15T20:23:17.685395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:17.685429] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:17.685471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:17.685536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:17.748421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:17.749372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:17.749465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:17.749498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:17.875193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:17.875348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:17.875387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:17.875417] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:17.878784] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-15T20:23:17.879120] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-15T20:23:17.879269] [INFO ] [sig       ] GOCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:18.027697] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GOCO.txt
[2025-12-15T20:23:18.027845] [INFO ] [sig       ] [1443/3591] Completed GOCO in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-15T20:23:18.027888] [INFO ] [sig       ] [1444/3591] Forecasting GOF...
[2025-12-15T20:23:18.027919] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-15T20:23:18.027949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-15T20:23:18.039285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-15T20:23:18.039711] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-15T20:23:18.040526] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-15T20:23:18.040601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:18.040636] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:18.040664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:18.040720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:18.103246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:18.104197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:18.104285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:18.104318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:18.247742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:18.247901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:18.247942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:18.248025] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:18.252234] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-15T20:23:18.252697] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-15T20:23:18.252879] [INFO ] [sig       ] GOF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:18.406935] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GOF.txt
[2025-12-15T20:23:18.407087] [INFO ] [sig       ] [1444/3591] Completed GOF in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-15T20:23:18.407131] [INFO ] [sig       ] [1445/3591] Forecasting GOGO...
[2025-12-15T20:23:18.407170] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-15T20:23:18.407208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-15T20:23:18.419353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-15T20:23:18.419808] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-15T20:23:18.420663] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-15T20:23:18.420716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:18.420748] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:18.420775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:18.420841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:18.481273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:18.482153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:18.482237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:18.482269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:18.613796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:18.613988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:18.614049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:18.614080] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:18.618027] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-15T20:23:18.618332] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-15T20:23:18.618483] [INFO ] [sig       ] GOGO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:18.779638] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GOGO.txt
[2025-12-15T20:23:18.779790] [INFO ] [sig       ] [1445/3591] Completed GOGO in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-15T20:23:18.779832] [INFO ] [sig       ] [1446/3591] Forecasting GOLF...
[2025-12-15T20:23:18.779861] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-15T20:23:18.779890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-15T20:23:18.793988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-15T20:23:18.794383] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-15T20:23:18.795167] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-15T20:23:18.795219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:18.795251] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:18.795278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:18.795333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:18.852721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:18.853531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:18.853632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:18.853666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:18.970307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:18.970465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:18.970504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:18.970533] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:18.973878] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=55.40%)
[2025-12-15T20:23:18.974167] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-15T20:23:18.974296] [INFO ] [sig       ] GOLF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:19.115887] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GOLF.txt
[2025-12-15T20:23:19.116042] [INFO ] [sig       ] [1446/3591] Completed GOLF in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-15T20:23:19.116082] [INFO ] [sig       ] [1447/3591] Forecasting GOOD...
[2025-12-15T20:23:19.116113] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-15T20:23:19.116149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-15T20:23:19.127985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-15T20:23:19.128376] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-15T20:23:19.129203] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-15T20:23:19.129255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:19.129285] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:19.129311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:19.129366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:19.184750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:19.185642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:19.185728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:19.185761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:19.305195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:19.305354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:19.305393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:19.305421] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:19.309106] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=35.61%)
[2025-12-15T20:23:19.309629] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-15T20:23:19.309764] [INFO ] [sig       ] GOOD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:19.450775] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GOOD.txt
[2025-12-15T20:23:19.450936] [INFO ] [sig       ] [1447/3591] Completed GOOD in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-15T20:23:19.450979] [INFO ] [sig       ] [1448/3591] Forecasting GOOG...
[2025-12-15T20:23:19.451009] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-15T20:23:19.451038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-15T20:23:19.462312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-15T20:23:19.462733] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-15T20:23:19.463508] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-15T20:23:19.463559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:19.463615] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:19.463643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:19.463699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:19.519793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:19.520602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:19.520684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:19.520717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:19.648529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:19.648699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:19.648741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:19.648770] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:19.652160] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-12-15T20:23:19.652454] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-15T20:23:19.652604] [INFO ] [sig       ] GOOG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:19.791040] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GOOG.txt
[2025-12-15T20:23:19.791171] [INFO ] [sig       ] [1448/3591] Completed GOOG in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:19.791211] [INFO ] [sig       ] [1449/3591] Forecasting GOOS...
[2025-12-15T20:23:19.791240] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-15T20:23:19.791270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-15T20:23:19.803257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-15T20:23:19.803588] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-15T20:23:19.804330] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-15T20:23:19.804380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:19.804410] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:19.804436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:19.804495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:19.860438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:19.861257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:19.861339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:19.861372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:19.981969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:19.982119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:19.982157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:19.982185] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:19.985440] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2025-12-15T20:23:19.985726] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-15T20:23:19.985876] [INFO ] [sig       ] GOOS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:20.137881] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GOOS.txt
[2025-12-15T20:23:20.138041] [INFO ] [sig       ] [1449/3591] Completed GOOS in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:20.138081] [INFO ] [sig       ] [1450/3591] Forecasting GOSS...
[2025-12-15T20:23:20.138112] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-15T20:23:20.138142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-15T20:23:20.150931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-15T20:23:20.151354] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-15T20:23:20.152335] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-15T20:23:20.152408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:20.152456] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:20.152498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:20.152601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:20.211994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:20.212925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:20.213044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:20.213100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:20.336229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:20.336380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:20.336419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:20.336447] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:20.339864] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2025-12-15T20:23:20.340131] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-15T20:23:20.340253] [INFO ] [sig       ] GOSS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:20.478682] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GOSS.txt
[2025-12-15T20:23:20.478818] [INFO ] [sig       ] [1450/3591] Completed GOSS in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:20.478857] [INFO ] [sig       ] [1451/3591] Forecasting GOVI...
[2025-12-15T20:23:20.478886] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-15T20:23:20.478919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-15T20:23:20.492184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-15T20:23:20.492528] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-15T20:23:20.493300] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-15T20:23:20.493350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:20.493381] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:20.493408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:20.493464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:20.550806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:20.551791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:20.551910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:20.551962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:20.672558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:20.672725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:20.672767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:20.672795] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:20.676195] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-15T20:23:20.676464] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-15T20:23:20.676607] [INFO ] [sig       ] GOVI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:20.816651] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GOVI.txt
[2025-12-15T20:23:20.816789] [INFO ] [sig       ] [1451/3591] Completed GOVI in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:20.816828] [INFO ] [sig       ] [1452/3591] Forecasting GPC...
[2025-12-15T20:23:20.816857] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-15T20:23:20.816888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-15T20:23:20.827398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-15T20:23:20.827735] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-15T20:23:20.828479] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-15T20:23:20.828530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:20.828561] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:20.828615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:20.828673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:20.884553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:20.885224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:20.885302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:20.885334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:21.006508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:21.006649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:21.006688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:21.006716] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:21.010041] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-12-15T20:23:21.010309] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-15T20:23:21.010433] [INFO ] [sig       ] GPC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:21.148562] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GPC.txt
[2025-12-15T20:23:21.148703] [INFO ] [sig       ] [1452/3591] Completed GPC in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:21.148742] [INFO ] [sig       ] [1453/3591] Forecasting GPI...
[2025-12-15T20:23:21.148772] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-15T20:23:21.148801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-15T20:23:21.159530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-15T20:23:21.159871] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-15T20:23:21.160628] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-15T20:23:21.160679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:21.160709] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:21.160735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:21.160790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:21.217201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:21.218038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:21.218120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:21.218154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:21.339910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:21.340073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:21.340112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:21.340142] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:21.343500] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=56.53%)
[2025-12-15T20:23:21.343790] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-15T20:23:21.343915] [INFO ] [sig       ] GPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:21.484100] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GPI.txt
[2025-12-15T20:23:21.484228] [INFO ] [sig       ] [1453/3591] Completed GPI in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:21.484267] [INFO ] [sig       ] [1454/3591] Forecasting GPIQ...
[2025-12-15T20:23:21.484295] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-15T20:23:21.484325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-15T20:23:21.495543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-15T20:23:21.495904] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-15T20:23:21.496699] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-15T20:23:21.496751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:21.496783] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:21.496812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:21.496883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:21.557426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:21.558329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:21.558418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:21.558452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:21.700017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:21.700165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:21.700203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:21.700232] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:21.703508] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-15T20:23:21.703789] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-15T20:23:21.703909] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:21.849041] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GPIQ.txt
[2025-12-15T20:23:21.849243] [INFO ] [sig       ] [1454/3591] Completed GPIQ in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:21.849302] [INFO ] [sig       ] [1455/3591] Forecasting GPIX...
[2025-12-15T20:23:21.849343] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-15T20:23:21.849385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-15T20:23:21.862120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-15T20:23:21.862554] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-15T20:23:21.863414] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-15T20:23:21.863468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:21.863502] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:21.863530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:21.863605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:21.921733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:21.922666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:21.922757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:21.922791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:22.055178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:22.055335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:22.055376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:22.055405] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:22.059209] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=49.31%)
[2025-12-15T20:23:22.059701] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-15T20:23:22.059890] [INFO ] [sig       ] GPIX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:22.210625] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GPIX.txt
[2025-12-15T20:23:22.210825] [INFO ] [sig       ] [1455/3591] Completed GPIX in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:22.210876] [INFO ] [sig       ] [1456/3591] Forecasting GPJA...
[2025-12-15T20:23:22.210916] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-15T20:23:22.210956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-15T20:23:22.224871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-15T20:23:22.225344] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-15T20:23:22.226367] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-15T20:23:22.226449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:22.226492] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:22.226529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:22.226634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:22.288344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:22.289259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:22.289347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:22.289380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:22.399660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:22.399820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:22.399858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:22.399886] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:22.403168] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-15T20:23:22.403438] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-15T20:23:22.403560] [INFO ] [sig       ] GPJA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:22.549243] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GPJA.txt
[2025-12-15T20:23:22.549401] [INFO ] [sig       ] [1456/3591] Completed GPJA in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:22.549443] [INFO ] [sig       ] [1457/3591] Forecasting GPK...
[2025-12-15T20:23:22.549473] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-15T20:23:22.549504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-15T20:23:22.562041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-15T20:23:22.562500] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-15T20:23:22.563358] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-15T20:23:22.563414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:22.563449] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:22.563476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:22.563534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:22.622086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:22.623089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:22.623180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:22.623214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:22.746214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:22.746377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:22.746418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:22.746447] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:22.749856] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=42.79%)
[2025-12-15T20:23:22.750184] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-15T20:23:22.750320] [INFO ] [sig       ] GPK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:22.891161] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GPK.txt
[2025-12-15T20:23:22.891315] [INFO ] [sig       ] [1457/3591] Completed GPK in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:22.891357] [INFO ] [sig       ] [1458/3591] Forecasting GPN...
[2025-12-15T20:23:22.891387] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-15T20:23:22.891416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-15T20:23:22.903433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-15T20:23:22.903864] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-15T20:23:22.904807] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-15T20:23:22.904860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:22.904930] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:22.904978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:22.905062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:22.966668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:22.967640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:22.967726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:22.967759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:23.093621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:23.093779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:23.093818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:23.093847] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:23.097253] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-15T20:23:23.097539] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-15T20:23:23.097688] [INFO ] [sig       ] GPN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:23.238477] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GPN.txt
[2025-12-15T20:23:23.238653] [INFO ] [sig       ] [1458/3591] Completed GPN in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-15T20:23:23.238698] [INFO ] [sig       ] [1459/3591] Forecasting GPRE...
[2025-12-15T20:23:23.238728] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-15T20:23:23.238758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-15T20:23:23.250060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-15T20:23:23.250433] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-15T20:23:23.251214] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-15T20:23:23.251265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:23.251296] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:23.251322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:23.251379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:23.308190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:23.309002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:23.309088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:23.309119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:23.430169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:23.430322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:23.430362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:23.430390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:23.433737] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-12-15T20:23:23.434001] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-15T20:23:23.434308] [INFO ] [sig       ] GPRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:23.574291] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GPRE.txt
[2025-12-15T20:23:23.574436] [INFO ] [sig       ] [1459/3591] Completed GPRE in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-15T20:23:23.574477] [INFO ] [sig       ] [1460/3591] Forecasting GPRK...
[2025-12-15T20:23:23.574506] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-15T20:23:23.574537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-15T20:23:23.586246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-15T20:23:23.586594] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-15T20:23:23.587333] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-15T20:23:23.587384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:23.587414] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:23.587440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:23.587496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:23.644241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:23.644914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:23.645003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:23.645041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:23.767308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:23.767483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:23.767531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:23.767565] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:23.770906] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2025-12-15T20:23:23.771174] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-15T20:23:23.771300] [INFO ] [sig       ] GPRK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:23.908364] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GPRK.txt
[2025-12-15T20:23:23.908507] [INFO ] [sig       ] [1460/3591] Completed GPRK in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-15T20:23:23.908547] [INFO ] [sig       ] [1461/3591] Forecasting GPRO...
[2025-12-15T20:23:23.908601] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-15T20:23:23.908640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-15T20:23:23.919474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-15T20:23:23.919810] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-15T20:23:23.920557] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-15T20:23:23.920630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:23.920661] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:23.920687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:23.920743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:23.975997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:23.976888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:23.976972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:23.977004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:24.098746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:24.098900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:24.098958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:24.099018] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:24.102328] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=32.22%)
[2025-12-15T20:23:24.102629] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-15T20:23:24.102754] [INFO ] [sig       ] GPRO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:24.245130] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GPRO.txt
[2025-12-15T20:23:24.245275] [INFO ] [sig       ] [1461/3591] Completed GPRO in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-15T20:23:24.245316] [INFO ] [sig       ] [1462/3591] Forecasting GRAB...
[2025-12-15T20:23:24.245346] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-15T20:23:24.245376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-15T20:23:24.256535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-15T20:23:24.256887] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-15T20:23:24.257638] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-15T20:23:24.257688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:24.257719] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:24.257746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:24.257801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:24.314831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:24.315680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:24.315761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:24.315793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:24.441153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:24.441312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:24.441355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:24.441395] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:24.444849] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=28.90%)
[2025-12-15T20:23:24.445167] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-15T20:23:24.445299] [INFO ] [sig       ] GRAB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:24.590474] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GRAB.txt
[2025-12-15T20:23:24.590651] [INFO ] [sig       ] [1462/3591] Completed GRAB in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-15T20:23:24.590701] [INFO ] [sig       ] [1463/3591] Forecasting GRAL...
[2025-12-15T20:23:24.590731] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-15T20:23:24.590763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-15T20:23:24.602011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-15T20:23:24.602390] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-15T20:23:24.603163] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-15T20:23:24.603215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:24.603245] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:24.603270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:24.603326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:24.659936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:24.660812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:24.660897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:24.660930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:24.784930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:24.785116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:24.785157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:24.785187] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:24.788785] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-12-15T20:23:24.789104] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-15T20:23:24.789425] [INFO ] [sig       ] GRAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:24.930099] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GRAL.txt
[2025-12-15T20:23:24.930255] [INFO ] [sig       ] [1463/3591] Completed GRAL in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-15T20:23:24.930297] [INFO ] [sig       ] [1464/3591] Forecasting GRBK...
[2025-12-15T20:23:24.930328] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-15T20:23:24.930360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-15T20:23:24.942549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-15T20:23:24.942964] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-15T20:23:24.943771] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-15T20:23:24.943824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:24.943857] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:24.943884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:24.943941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:25.000981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:25.001752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:25.001833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:25.001865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:25.125968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:25.126116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:25.126153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:25.126181] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:25.129485] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-15T20:23:25.129769] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-15T20:23:25.129889] [INFO ] [sig       ] GRBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:25.274008] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GRBK.txt
[2025-12-15T20:23:25.274153] [INFO ] [sig       ] [1464/3591] Completed GRBK in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-15T20:23:25.274193] [INFO ] [sig       ] [1465/3591] Forecasting GRC...
[2025-12-15T20:23:25.274222] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-15T20:23:25.274252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-15T20:23:25.287043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-15T20:23:25.287462] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-15T20:23:25.288488] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-15T20:23:25.288552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:25.288616] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:25.288655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:25.288734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:25.354429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:25.355322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:25.355409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:25.355444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:25.477319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:25.477478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:25.477519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:25.477547] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:25.480920] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-15T20:23:25.481206] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-15T20:23:25.481331] [INFO ] [sig       ] GRC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:25.626718] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GRC.txt
[2025-12-15T20:23:25.626941] [INFO ] [sig       ] [1465/3591] Completed GRC in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-15T20:23:25.627001] [INFO ] [sig       ] [1466/3591] Forecasting GREE...
[2025-12-15T20:23:25.627043] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-15T20:23:25.627083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-15T20:23:25.642928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-15T20:23:25.643359] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-15T20:23:25.644277] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-15T20:23:25.644332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:25.644364] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:25.644391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:25.644448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:25.707963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:25.708880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:25.709048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:25.709095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:25.854739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:25.854936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:25.854992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:25.855033] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:25.860430] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-12-15T20:23:25.860942] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-15T20:23:25.861139] [INFO ] [sig       ] GREE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:26.053065] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GREE.txt
[2025-12-15T20:23:26.053295] [INFO ] [sig       ] [1466/3591] Completed GREE in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:26.053349] [INFO ] [sig       ] [1467/3591] Forecasting GRFS...
[2025-12-15T20:23:26.053387] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-15T20:23:26.053425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-15T20:23:26.071375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-15T20:23:26.071918] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-15T20:23:26.073125] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-15T20:23:26.073205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:26.073274] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:26.073320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:26.073412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:26.154589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:26.155519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:26.155649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:26.155684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:26.332004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:26.332184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:26.332225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:26.332277] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:26.336881] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-15T20:23:26.337355] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-15T20:23:26.337537] [INFO ] [sig       ] GRFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:26.516164] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GRFS.txt
[2025-12-15T20:23:26.516372] [INFO ] [sig       ] [1467/3591] Completed GRFS in 0.5s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:26.516451] [INFO ] [sig       ] [1468/3591] Forecasting GRID...
[2025-12-15T20:23:26.516494] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-15T20:23:26.516527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-15T20:23:26.531848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-15T20:23:26.532348] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-15T20:23:26.533473] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-15T20:23:26.533539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:26.533605] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:26.533652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:26.533737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:26.617056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:26.618245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:26.618400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:26.618458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:26.774337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:26.774503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:26.774544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:26.774595] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:26.778290] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-15T20:23:26.778733] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-15T20:23:26.778907] [INFO ] [sig       ] GRID: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:26.930001] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GRID.txt
[2025-12-15T20:23:26.930170] [INFO ] [sig       ] [1468/3591] Completed GRID in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:26.930215] [INFO ] [sig       ] [1469/3591] Forecasting GRMN...
[2025-12-15T20:23:26.930246] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-15T20:23:26.930276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-15T20:23:26.941703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-15T20:23:26.942135] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-15T20:23:26.942987] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-15T20:23:26.943046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:26.943079] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:26.943107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:26.943164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:27.001951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:27.002843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:27.002929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:27.002963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:27.143853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:27.144030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:27.144090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:27.144134] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:27.148311] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-12-15T20:23:27.148740] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-15T20:23:27.148904] [INFO ] [sig       ] GRMN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:27.295211] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GRMN.txt
[2025-12-15T20:23:27.295369] [INFO ] [sig       ] [1469/3591] Completed GRMN in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:27.295411] [INFO ] [sig       ] [1470/3591] Forecasting GRND...
[2025-12-15T20:23:27.295443] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-15T20:23:27.295476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-15T20:23:27.307004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-15T20:23:27.307446] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-15T20:23:27.308281] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-15T20:23:27.308336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:27.308369] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:27.308404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:27.308481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:27.366188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:27.367084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:27.367183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:27.367215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:27.493766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:27.493917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:27.493958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:27.493987] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:27.497729] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=46.97%)
[2025-12-15T20:23:27.498011] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-15T20:23:27.498147] [INFO ] [sig       ] GRND: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:27.648515] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GRND.txt
[2025-12-15T20:23:27.648699] [INFO ] [sig       ] [1470/3591] Completed GRND in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:27.648749] [INFO ] [sig       ] [1471/3591] Forecasting GRPN...
[2025-12-15T20:23:27.648780] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-15T20:23:27.648809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-15T20:23:27.660247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-15T20:23:27.660685] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-15T20:23:27.661690] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-15T20:23:27.661741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:27.661773] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:27.661800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:27.661856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:27.716856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:27.717619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:27.717698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:27.717730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:27.837164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:27.837316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:27.837356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:27.837386] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:27.840739] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-15T20:23:27.840999] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-15T20:23:27.841143] [INFO ] [sig       ] GRPN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:27.979902] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GRPN.txt
[2025-12-15T20:23:27.980061] [INFO ] [sig       ] [1471/3591] Completed GRPN in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:27.980103] [INFO ] [sig       ] [1472/3591] Forecasting GRVY...
[2025-12-15T20:23:27.980132] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-15T20:23:27.980161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-15T20:23:27.990180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-15T20:23:27.990554] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-15T20:23:27.991323] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-15T20:23:27.991374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:27.991406] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:27.991433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:27.991489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:28.046526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:28.047616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:28.047699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:28.047731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:28.156498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:28.156668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:28.156707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:28.156735] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:28.160005] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=86.18%)
[2025-12-15T20:23:28.160267] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-15T20:23:28.160402] [INFO ] [sig       ] GRVY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:28.298916] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GRVY.txt
[2025-12-15T20:23:28.299075] [INFO ] [sig       ] [1472/3591] Completed GRVY in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:28.299115] [INFO ] [sig       ] [1473/3591] Forecasting GRWG...
[2025-12-15T20:23:28.299146] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-15T20:23:28.299176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-15T20:23:28.309688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-15T20:23:28.310001] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-15T20:23:28.310756] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-15T20:23:28.310805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:28.310836] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:28.310863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:28.310918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:28.366455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:28.367136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:28.367214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:28.367246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:28.481720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:28.481873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:28.481911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:28.481939] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:28.485215] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-15T20:23:28.485488] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-15T20:23:28.485626] [INFO ] [sig       ] GRWG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:28.627176] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GRWG.txt
[2025-12-15T20:23:28.627313] [INFO ] [sig       ] [1473/3591] Completed GRWG in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:28.627351] [INFO ] [sig       ] [1474/3591] Forecasting GRX...
[2025-12-15T20:23:28.627382] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-15T20:23:28.627420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-15T20:23:28.638975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-15T20:23:28.639318] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-15T20:23:28.640102] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-15T20:23:28.640153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:28.640185] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:28.640212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:28.640268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:28.696177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:28.696796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:28.696874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:28.696906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:28.813010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:28.813181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:28.813239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:28.813270] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:28.816967] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-15T20:23:28.817366] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-15T20:23:28.817518] [INFO ] [sig       ] GRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:28.967609] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GRX.txt
[2025-12-15T20:23:28.967797] [INFO ] [sig       ] [1474/3591] Completed GRX in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:28.967850] [INFO ] [sig       ] [1475/3591] Forecasting GS...
[2025-12-15T20:23:28.967890] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-15T20:23:28.967932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-15T20:23:28.979965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-15T20:23:28.980324] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-15T20:23:28.981089] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-15T20:23:28.981168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:28.981201] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:28.981229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:28.981285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:29.039143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:29.039851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:29.039930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:29.039962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:29.166762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:29.166917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:29.166958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:29.166987] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:29.171126] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-15T20:23:29.171435] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-15T20:23:29.171563] [INFO ] [sig       ] GS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:29.308654] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GS.txt
[2025-12-15T20:23:29.308785] [INFO ] [sig       ] [1475/3591] Completed GS in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:29.308825] [INFO ] [sig       ] [1476/3591] Forecasting GSBC...
[2025-12-15T20:23:29.308854] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-15T20:23:29.308883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-15T20:23:29.321134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-15T20:23:29.321638] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-15T20:23:29.322612] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-15T20:23:29.322682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:29.322716] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:29.322744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:29.322804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:29.384894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:29.385984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:29.386120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:29.386157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:29.512868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:29.513037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:29.513089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:29.513130] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:29.517051] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-15T20:23:29.517448] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-15T20:23:29.517651] [INFO ] [sig       ] GSBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:29.664281] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GSBC.txt
[2025-12-15T20:23:29.664644] [INFO ] [sig       ] [1476/3591] Completed GSBC in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:29.664689] [INFO ] [sig       ] [1477/3591] Forecasting GSBD...
[2025-12-15T20:23:29.664718] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-15T20:23:29.664747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-15T20:23:29.676940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-15T20:23:29.677343] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-15T20:23:29.678125] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-15T20:23:29.678177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:29.678209] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:29.678235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:29.678291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:29.736239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:29.737118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:29.737219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:29.737254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:29.862167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:29.862339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:29.862384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:29.862413] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:29.865783] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=68.83%)
[2025-12-15T20:23:29.866080] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-15T20:23:29.866213] [INFO ] [sig       ] GSBD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:30.008587] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GSBD.txt
[2025-12-15T20:23:30.008752] [INFO ] [sig       ] [1477/3591] Completed GSBD in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-15T20:23:30.008793] [INFO ] [sig       ] [1478/3591] Forecasting GSHD...
[2025-12-15T20:23:30.008825] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-15T20:23:30.008854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-15T20:23:30.020620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-15T20:23:30.021016] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-15T20:23:30.021809] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-15T20:23:30.021861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:30.021908] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:30.021936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:30.021992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:30.076639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:30.077433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:30.077515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:30.077547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:30.202502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:30.202672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:30.202746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:30.202777] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:30.206052] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=21.04%)
[2025-12-15T20:23:30.206327] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-15T20:23:30.206452] [INFO ] [sig       ] GSHD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:30.349057] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GSHD.txt
[2025-12-15T20:23:30.349220] [INFO ] [sig       ] [1478/3591] Completed GSHD in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-15T20:23:30.349263] [INFO ] [sig       ] [1479/3591] Forecasting GSK...
[2025-12-15T20:23:30.349293] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-15T20:23:30.349323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-15T20:23:30.361338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-15T20:23:30.361750] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-15T20:23:30.362538] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-15T20:23:30.362614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:30.362651] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:30.362682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:30.362740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:30.421057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:30.421942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:30.422030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:30.422065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:30.549660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:30.549791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:30.549833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:30.549863] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:30.553324] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-12-15T20:23:30.553624] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-15T20:23:30.553756] [INFO ] [sig       ] GSK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:30.698894] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GSK.txt
[2025-12-15T20:23:30.699072] [INFO ] [sig       ] [1479/3591] Completed GSK in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-15T20:23:30.699122] [INFO ] [sig       ] [1480/3591] Forecasting GSL...
[2025-12-15T20:23:30.699162] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-15T20:23:30.699200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-15T20:23:30.711303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-15T20:23:30.711735] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-15T20:23:30.712522] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-15T20:23:30.712612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:30.712658] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:30.712716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:30.712777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:30.769707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:30.770721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:30.770808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:30.770839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:30.895515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:30.895683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:30.895726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:30.895754] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:30.899424] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-12-15T20:23:30.899717] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-15T20:23:30.899842] [INFO ] [sig       ] GSL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:31.043177] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GSL.txt
[2025-12-15T20:23:31.043336] [INFO ] [sig       ] [1480/3591] Completed GSL in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-15T20:23:31.043390] [INFO ] [sig       ] [1481/3591] Forecasting GSM...
[2025-12-15T20:23:31.043421] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-15T20:23:31.043451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-15T20:23:31.054555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-15T20:23:31.054924] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-15T20:23:31.055735] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-15T20:23:31.055787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:31.055817] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:31.055843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:31.055900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:31.112231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:31.113060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:31.113139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:31.113171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:31.231153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:31.231301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:31.231342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:31.231370] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:31.234786] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=67.15%)
[2025-12-15T20:23:31.235056] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-15T20:23:31.235177] [INFO ] [sig       ] GSM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:31.380230] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GSM.txt
[2025-12-15T20:23:31.380362] [INFO ] [sig       ] [1481/3591] Completed GSM in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-15T20:23:31.380404] [INFO ] [sig       ] [1482/3591] Forecasting GTES...
[2025-12-15T20:23:31.380442] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-15T20:23:31.380500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-15T20:23:31.391153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-15T20:23:31.391551] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-15T20:23:31.392333] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-15T20:23:31.392384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:31.392416] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:31.392442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:31.392502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:31.449152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:31.449837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:31.449918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:31.449950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:31.572803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:31.572961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:31.573000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:31.573029] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:31.576485] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=66.53%)
[2025-12-15T20:23:31.576918] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-15T20:23:31.577100] [INFO ] [sig       ] GTES: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:31.731731] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GTES.txt
[2025-12-15T20:23:31.731962] [INFO ] [sig       ] [1482/3591] Completed GTES in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-15T20:23:31.732021] [INFO ] [sig       ] [1483/3591] Forecasting GTLB...
[2025-12-15T20:23:31.732052] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-15T20:23:31.732099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-15T20:23:31.744811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-15T20:23:31.745228] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-15T20:23:31.746229] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-15T20:23:31.746281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:31.746489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:31.746516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:31.746589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:31.805871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:31.806784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:31.806903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:31.806939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:31.935241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:31.935410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:31.935451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:31.935495] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:31.939250] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-15T20:23:31.939656] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-15T20:23:31.939818] [INFO ] [sig       ] GTLB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:32.085912] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GTLB.txt
[2025-12-15T20:23:32.086068] [INFO ] [sig       ] [1483/3591] Completed GTLB in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:32.086111] [INFO ] [sig       ] [1484/3591] Forecasting GTLS...
[2025-12-15T20:23:32.086141] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-15T20:23:32.086181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-15T20:23:32.097639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-15T20:23:32.098015] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-15T20:23:32.098822] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-15T20:23:32.098875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:32.098908] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:32.098961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:32.099022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:32.157863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:32.158721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:32.158806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:32.158839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:32.284292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:32.284451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:32.284491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:32.284520] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:32.287964] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-12-15T20:23:32.288245] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-15T20:23:32.288371] [INFO ] [sig       ] GTLS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:32.429768] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GTLS.txt
[2025-12-15T20:23:32.429920] [INFO ] [sig       ] [1484/3591] Completed GTLS in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:32.429961] [INFO ] [sig       ] [1485/3591] Forecasting GTN...
[2025-12-15T20:23:32.429991] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-15T20:23:32.430021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-15T20:23:32.446070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-15T20:23:32.446492] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-15T20:23:32.447507] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-15T20:23:32.447560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:32.447616] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:32.447645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:32.447701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:32.508166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:32.509111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:32.509216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:32.509251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:32.639810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:32.639971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:32.640010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:32.640057] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:32.643721] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-15T20:23:32.644072] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-15T20:23:32.644211] [INFO ] [sig       ] GTN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:32.790861] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GTN.txt
[2025-12-15T20:23:32.791023] [INFO ] [sig       ] [1485/3591] Completed GTN in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:32.791065] [INFO ] [sig       ] [1486/3591] Forecasting GTX...
[2025-12-15T20:23:32.791096] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-15T20:23:32.791128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-15T20:23:32.802509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-15T20:23:32.802932] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-15T20:23:32.803764] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-15T20:23:32.803817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:32.803849] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:32.803877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:32.803934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:32.863459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:32.864315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:32.864399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:32.864432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:32.985280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:32.985436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:32.985476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:32.985505] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:32.988962] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-12-15T20:23:32.989236] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-15T20:23:32.989361] [INFO ] [sig       ] GTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:33.131991] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GTX.txt
[2025-12-15T20:23:33.132143] [INFO ] [sig       ] [1486/3591] Completed GTX in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:33.132185] [INFO ] [sig       ] [1487/3591] Forecasting GTY...
[2025-12-15T20:23:33.132216] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-15T20:23:33.132247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-15T20:23:33.144033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-15T20:23:33.144443] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-15T20:23:33.145304] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-15T20:23:33.145359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:33.145390] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:33.145417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:33.145473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:33.205421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:33.206328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:33.206434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:33.206468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:33.325737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:33.325882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:33.325920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:33.325950] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:33.329662] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=62.95%)
[2025-12-15T20:23:33.329980] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-15T20:23:33.330118] [INFO ] [sig       ] GTY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:33.470512] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GTY.txt
[2025-12-15T20:23:33.470688] [INFO ] [sig       ] [1487/3591] Completed GTY in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:33.470729] [INFO ] [sig       ] [1488/3591] Forecasting GUG...
[2025-12-15T20:23:33.470761] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-15T20:23:33.470791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-15T20:23:33.481914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-15T20:23:33.482299] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-15T20:23:33.483085] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-15T20:23:33.483137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:33.483167] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:33.483193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:33.483249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:33.542305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:33.543181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:33.543269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:33.543303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:33.661255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:33.661415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:33.661453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:33.661483] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:33.664870] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2025-12-15T20:23:33.665145] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-15T20:23:33.665308] [INFO ] [sig       ] GUG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:33.808738] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/GUG.txt
[2025-12-15T20:23:33.808886] [INFO ] [sig       ] [1488/3591] Completed GUG in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:33.808927] [INFO ] [sig       ] [1489/3591] Forecasting GVA...
[2025-12-15T20:23:33.808980] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-15T20:23:33.809011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-15T20:23:33.820203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-15T20:23:33.820540] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-15T20:23:33.821349] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-15T20:23:33.821401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:33.821433] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:33.821459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:33.821534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:33.879395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:33.880298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:33.880394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:33.880427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:34.000847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:34.001001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:34.001041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:34.001071] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:34.004480] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-12-15T20:23:34.004775] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-15T20:23:34.004901] [INFO ] [sig       ] GVA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:34.153373] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GVA.txt
[2025-12-15T20:23:34.153742] [INFO ] [sig       ] [1489/3591] Completed GVA in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:34.153783] [INFO ] [sig       ] [1490/3591] Forecasting GWH...
[2025-12-15T20:23:34.153813] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-15T20:23:34.153843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-15T20:23:34.167352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-15T20:23:34.167797] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-15T20:23:34.168610] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-15T20:23:34.168663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:34.168694] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:34.168721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:34.168778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:34.234526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:34.235433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:34.235523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:34.235556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:34.361652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:34.361811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:34.361850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:34.361879] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:34.365237] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-12-15T20:23:34.365512] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-15T20:23:34.365661] [INFO ] [sig       ] GWH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:34.511461] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GWH.txt
[2025-12-15T20:23:34.511648] [INFO ] [sig       ] [1490/3591] Completed GWH in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:34.511691] [INFO ] [sig       ] [1491/3591] Forecasting GWRE...
[2025-12-15T20:23:34.511721] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-15T20:23:34.511751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-15T20:23:34.523556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-15T20:23:34.524024] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-15T20:23:34.525070] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-15T20:23:34.525167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:34.525214] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:34.525251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:34.525333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:34.594389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:34.595662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:34.595744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:34.595776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:34.721096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:34.721265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:34.721310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:34.721344] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:34.724787] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-12-15T20:23:34.725118] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-15T20:23:34.725268] [INFO ] [sig       ] GWRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:34.875196] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GWRE.txt
[2025-12-15T20:23:34.875376] [INFO ] [sig       ] [1491/3591] Completed GWRE in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:34.875415] [INFO ] [sig       ] [1492/3591] Forecasting GWRS...
[2025-12-15T20:23:34.875445] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-15T20:23:34.875477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-15T20:23:34.886984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-15T20:23:34.887360] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-15T20:23:34.888392] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-15T20:23:34.888457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:34.888506] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:34.888548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:34.888654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:34.945361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:34.946299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:34.946381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:34.946413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:35.064780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:35.064934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:35.064971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:35.065001] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:35.068327] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=48.67%)
[2025-12-15T20:23:35.068605] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-15T20:23:35.068725] [INFO ] [sig       ] GWRS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:35.209869] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GWRS.txt
[2025-12-15T20:23:35.210023] [INFO ] [sig       ] [1492/3591] Completed GWRS in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:35.210063] [INFO ] [sig       ] [1493/3591] Forecasting GXAI...
[2025-12-15T20:23:35.210094] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-15T20:23:35.210125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-15T20:23:35.221864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-15T20:23:35.222236] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-15T20:23:35.222999] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-15T20:23:35.223050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:35.223081] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:35.223107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:35.223162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:35.278219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:35.279057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:35.279138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:35.279169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:35.399151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:35.399308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:35.399347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:35.399376] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:35.402798] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=47.62%)
[2025-12-15T20:23:35.403083] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-15T20:23:35.403213] [INFO ] [sig       ] GXAI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:35.540138] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GXAI.txt
[2025-12-15T20:23:35.540273] [INFO ] [sig       ] [1493/3591] Completed GXAI in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:35.540315] [INFO ] [sig       ] [1494/3591] Forecasting GYRE...
[2025-12-15T20:23:35.540345] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-15T20:23:35.540374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-15T20:23:35.552191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-15T20:23:35.552518] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-15T20:23:35.553316] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-15T20:23:35.553370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:35.553403] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:35.553430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:35.553488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:35.611397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:35.612328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:35.612427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:35.612462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:35.735538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:35.735709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:35.735749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:35.735777] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:35.739175] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=17.34%)
[2025-12-15T20:23:35.739482] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-15T20:23:35.739633] [INFO ] [sig       ] GYRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:35.892002] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/GYRE.txt
[2025-12-15T20:23:35.892164] [INFO ] [sig       ] [1494/3591] Completed GYRE in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:35.892208] [INFO ] [sig       ] [1495/3591] Forecasting H...
[2025-12-15T20:23:35.892237] [INFO ] [sig       ] Generating forecast for: H
[2025-12-15T20:23:35.892268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-15T20:23:35.904093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-15T20:23:35.904504] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-15T20:23:35.905416] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-15T20:23:35.905472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:35.905505] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:35.905532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:35.905622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:35.962538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:35.963408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:35.963496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:35.963527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:36.086653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:36.086889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:36.086946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:36.086985] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:36.090808] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-15T20:23:36.091165] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-15T20:23:36.091311] [INFO ] [sig       ] H: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:36.235212] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/H.txt
[2025-12-15T20:23:36.235367] [INFO ] [sig       ] [1495/3591] Completed H in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-15T20:23:36.235408] [INFO ] [sig       ] [1496/3591] Forecasting HAE...
[2025-12-15T20:23:36.235437] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-15T20:23:36.235467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-15T20:23:36.246564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-15T20:23:36.246972] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-15T20:23:36.247757] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-15T20:23:36.247811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:36.247842] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:36.247868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:36.247924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:36.305753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:36.306566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:36.306691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:36.306726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:36.429983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:36.430137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:36.430176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:36.430205] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:36.433728] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-15T20:23:36.434042] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-15T20:23:36.434175] [INFO ] [sig       ] HAE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:36.573967] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HAE.txt
[2025-12-15T20:23:36.574118] [INFO ] [sig       ] [1496/3591] Completed HAE in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-15T20:23:36.574160] [INFO ] [sig       ] [1497/3591] Forecasting HAFC...
[2025-12-15T20:23:36.574190] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-15T20:23:36.574219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-15T20:23:36.585458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-15T20:23:36.585848] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-15T20:23:36.586654] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-15T20:23:36.586707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:36.586741] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:36.586767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:36.586824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:36.642858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:36.643733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:36.643820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:36.643854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:36.767762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:36.767919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:36.767958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:36.767987] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:36.771495] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=22.14%)
[2025-12-15T20:23:36.771840] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-15T20:23:36.771977] [INFO ] [sig       ] HAFC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:36.919244] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HAFC.txt
[2025-12-15T20:23:36.919421] [INFO ] [sig       ] [1497/3591] Completed HAFC in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-15T20:23:36.919466] [INFO ] [sig       ] [1498/3591] Forecasting HAIN...
[2025-12-15T20:23:36.919495] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-15T20:23:36.919525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-15T20:23:36.930904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-15T20:23:36.931289] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-15T20:23:36.932137] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-15T20:23:36.932192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:36.932223] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:36.932251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:36.932308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:36.991347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:36.992236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:36.992331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:36.992366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:37.114426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:37.114597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:37.114654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:37.114687] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:37.118096] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=29.34%)
[2025-12-15T20:23:37.118417] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-15T20:23:37.118554] [INFO ] [sig       ] HAIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:37.274355] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HAIN.txt
[2025-12-15T20:23:37.274529] [INFO ] [sig       ] [1498/3591] Completed HAIN in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-15T20:23:37.274643] [INFO ] [sig       ] [1499/3591] Forecasting HAL...
[2025-12-15T20:23:37.274691] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-15T20:23:37.274737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-15T20:23:37.286685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-15T20:23:37.287062] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-15T20:23:37.287923] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-15T20:23:37.287976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:37.288009] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:37.288036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:37.288092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:37.346801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:37.347639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:37.347723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:37.347756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:37.479886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:37.480044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:37.480086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:37.480116] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:37.483957] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2025-12-15T20:23:37.484241] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-15T20:23:37.484372] [INFO ] [sig       ] HAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:37.623416] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HAL.txt
[2025-12-15T20:23:37.623593] [INFO ] [sig       ] [1499/3591] Completed HAL in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-15T20:23:37.623636] [INFO ] [sig       ] [1500/3591] Forecasting HALO...
[2025-12-15T20:23:37.623667] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-15T20:23:37.623696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-15T20:23:37.634674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-15T20:23:37.635050] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-15T20:23:37.635837] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-15T20:23:37.635889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:37.635919] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:37.635945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:37.636001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:37.692117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:37.693013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:37.693098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:37.693131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:37.815645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:37.815798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:37.815835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:37.815863] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:37.819157] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-15T20:23:37.819431] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-15T20:23:37.819556] [INFO ] [sig       ] HALO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:37.955916] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HALO.txt
[2025-12-15T20:23:37.956066] [INFO ] [sig       ] [1500/3591] Completed HALO in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:37.956108] [INFO ] [sig       ] [1501/3591] Forecasting HAS...
[2025-12-15T20:23:37.956139] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-15T20:23:37.956171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-15T20:23:37.966437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-15T20:23:37.966780] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-15T20:23:37.967522] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-15T20:23:37.967590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:37.967623] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:37.967650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:37.967705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:38.022484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:38.023183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:38.023262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:38.023294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:38.141318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:38.141663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:38.141704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:38.141731] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:38.144997] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-15T20:23:38.145261] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-15T20:23:38.145383] [INFO ] [sig       ] HAS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:38.289900] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HAS.txt
[2025-12-15T20:23:38.290088] [INFO ] [sig       ] [1501/3591] Completed HAS in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:38.290135] [INFO ] [sig       ] [1502/3591] Forecasting HASI...
[2025-12-15T20:23:38.290166] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-15T20:23:38.290197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-15T20:23:38.301778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-15T20:23:38.302174] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-15T20:23:38.303008] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-15T20:23:38.303062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:38.303113] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:38.303199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:38.303262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:38.361865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:38.362756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:38.362840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:38.362874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:38.483276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:38.483421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:38.483460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:38.483488] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:38.486765] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=12.43%)
[2025-12-15T20:23:38.487038] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-15T20:23:38.487159] [INFO ] [sig       ] HASI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:38.629677] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HASI.txt
[2025-12-15T20:23:38.629833] [INFO ] [sig       ] [1502/3591] Completed HASI in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:38.629875] [INFO ] [sig       ] [1503/3591] Forecasting HBAN...
[2025-12-15T20:23:38.629907] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-15T20:23:38.629939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-15T20:23:38.642418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-15T20:23:38.642809] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-15T20:23:38.643632] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-15T20:23:38.643686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:38.643719] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:38.643748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:38.643807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:38.706028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:38.707125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:38.707216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:38.707250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:38.835477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:38.835647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:38.835688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:38.835716] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:38.839037] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-12-15T20:23:38.839305] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-15T20:23:38.839426] [INFO ] [sig       ] HBAN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:38.979554] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HBAN.txt
[2025-12-15T20:23:38.979726] [INFO ] [sig       ] [1503/3591] Completed HBAN in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:38.979767] [INFO ] [sig       ] [1504/3591] Forecasting HBANL...
[2025-12-15T20:23:38.979798] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-15T20:23:38.979828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-15T20:23:38.990081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-15T20:23:38.990462] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-15T20:23:38.991261] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-15T20:23:38.991315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:38.991349] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:38.991378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:38.991437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:39.050866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:39.051709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:39.051792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:39.051827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:39.167666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:39.167961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:39.168005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:39.168042] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:39.171595] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-15T20:23:39.171888] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-15T20:23:39.172026] [INFO ] [sig       ] HBANL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:39.312501] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HBANL.txt
[2025-12-15T20:23:39.312669] [INFO ] [sig       ] [1504/3591] Completed HBANL in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:39.312713] [INFO ] [sig       ] [1505/3591] Forecasting HBANP...
[2025-12-15T20:23:39.312742] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-15T20:23:39.312771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-15T20:23:39.324046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-15T20:23:39.324443] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-15T20:23:39.325293] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-15T20:23:39.325347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:39.325380] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:39.325408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:39.325466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:39.384361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:39.385260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:39.385345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:39.385382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:39.499656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:39.499809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:39.499848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:39.499877] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:39.503203] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=30.24%)
[2025-12-15T20:23:39.503475] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-15T20:23:39.503618] [INFO ] [sig       ] HBANP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:39.645379] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HBANP.txt
[2025-12-15T20:23:39.645543] [INFO ] [sig       ] [1505/3591] Completed HBANP in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:39.645618] [INFO ] [sig       ] [1506/3591] Forecasting HBB...
[2025-12-15T20:23:39.645651] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-15T20:23:39.645683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-15T20:23:39.656376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-15T20:23:39.656813] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-15T20:23:39.657591] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-15T20:23:39.657644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:39.657674] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:39.657700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:39.657756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:39.714821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:39.715878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:39.715961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:39.715993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:39.834536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:39.834707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:39.834747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:39.834775] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:39.838296] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2025-12-15T20:23:39.838670] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-15T20:23:39.838817] [INFO ] [sig       ] HBB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:39.976083] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HBB.txt
[2025-12-15T20:23:39.976235] [INFO ] [sig       ] [1506/3591] Completed HBB in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:39.976276] [INFO ] [sig       ] [1507/3591] Forecasting HBCP...
[2025-12-15T20:23:39.976306] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-15T20:23:39.976336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-15T20:23:39.986799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-15T20:23:39.987175] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-15T20:23:39.987947] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-15T20:23:39.987998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:39.988028] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:39.988053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:39.988109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:40.044078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:40.044899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:40.044977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:40.045009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:40.158337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:40.158491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:40.158532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:40.158561] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:40.161998] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=62.21%)
[2025-12-15T20:23:40.162274] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-15T20:23:40.162415] [INFO ] [sig       ] HBCP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:40.303469] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HBCP.txt
[2025-12-15T20:23:40.303640] [INFO ] [sig       ] [1507/3591] Completed HBCP in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:40.303683] [INFO ] [sig       ] [1508/3591] Forecasting HBM...
[2025-12-15T20:23:40.303712] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-15T20:23:40.303742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-15T20:23:40.314970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-15T20:23:40.315300] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-15T20:23:40.316107] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-15T20:23:40.316160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:40.316193] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:40.316220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:40.316279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:40.372983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:40.373690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:40.373767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:40.373800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:40.493529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:40.493674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:40.493715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:40.493743] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:40.496958] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-12-15T20:23:40.497222] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-15T20:23:40.497345] [INFO ] [sig       ] HBM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:40.637767] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HBM.txt
[2025-12-15T20:23:40.637922] [INFO ] [sig       ] [1508/3591] Completed HBM in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:40.637977] [INFO ] [sig       ] [1509/3591] Forecasting HBNC...
[2025-12-15T20:23:40.638023] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-15T20:23:40.638064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-15T20:23:40.650022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-15T20:23:40.650365] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-15T20:23:40.651215] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-15T20:23:40.651267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:40.651300] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:40.651327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:40.651384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:40.706312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:40.707031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:40.707108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:40.707140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:40.822724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:40.822873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:40.822911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:40.822955] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:40.826207] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-15T20:23:40.826469] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-15T20:23:40.826607] [INFO ] [sig       ] HBNC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:40.963931] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HBNC.txt
[2025-12-15T20:23:40.964056] [INFO ] [sig       ] [1509/3591] Completed HBNC in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:40.964096] [INFO ] [sig       ] [1510/3591] Forecasting HCA...
[2025-12-15T20:23:40.964124] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-15T20:23:40.964154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-15T20:23:40.974905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-15T20:23:40.975211] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-15T20:23:40.976010] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-15T20:23:40.976062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:40.976094] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:40.976121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:40.976178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:41.032615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:41.033449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:41.033531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:41.033563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:41.152950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:41.153106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:41.153157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:41.153195] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:41.157139] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-15T20:23:41.157445] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-15T20:23:41.157593] [INFO ] [sig       ] HCA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:41.297005] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HCA.txt
[2025-12-15T20:23:41.297166] [INFO ] [sig       ] [1510/3591] Completed HCA in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:41.297208] [INFO ] [sig       ] [1511/3591] Forecasting HCC...
[2025-12-15T20:23:41.297238] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-15T20:23:41.297270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-15T20:23:41.308224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-15T20:23:41.308652] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-15T20:23:41.309478] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-15T20:23:41.309530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:41.309563] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:41.309611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:41.309670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:41.366632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:41.367410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:41.367505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:41.367751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:41.492515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:41.492852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:41.492891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:41.492920] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:41.496188] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=45.50%)
[2025-12-15T20:23:41.496451] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-15T20:23:41.496741] [INFO ] [sig       ] HCC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:41.636507] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HCC.txt
[2025-12-15T20:23:41.636665] [INFO ] [sig       ] [1511/3591] Completed HCC in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:41.636706] [INFO ] [sig       ] [1512/3591] Forecasting HCI...
[2025-12-15T20:23:41.636736] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-15T20:23:41.636766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-15T20:23:41.647604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-15T20:23:41.647924] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-15T20:23:41.648694] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-15T20:23:41.648746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:41.648777] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:41.648804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:41.648860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:41.706142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:41.706781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:41.706888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:41.706923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:41.823319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:41.823464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:41.823503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:41.823531] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:41.826799] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-15T20:23:41.827061] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-15T20:23:41.827182] [INFO ] [sig       ] HCI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:41.972728] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HCI.txt
[2025-12-15T20:23:41.972865] [INFO ] [sig       ] [1512/3591] Completed HCI in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-15T20:23:41.972905] [INFO ] [sig       ] [1513/3591] Forecasting HCM...
[2025-12-15T20:23:41.972935] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-15T20:23:41.972964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-15T20:23:41.983943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-15T20:23:41.984264] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-15T20:23:41.985109] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-15T20:23:41.985162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:41.985195] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:41.985255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:41.985315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:42.041727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:42.042323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:42.042403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:42.042436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:42.162220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:42.162348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:42.162388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:42.162418] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:42.165876] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-12-15T20:23:42.166145] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-15T20:23:42.166271] [INFO ] [sig       ] HCM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:42.304319] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HCM.txt
[2025-12-15T20:23:42.304474] [INFO ] [sig       ] [1513/3591] Completed HCM in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-15T20:23:42.304518] [INFO ] [sig       ] [1514/3591] Forecasting HCSG...
[2025-12-15T20:23:42.304549] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-15T20:23:42.304599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-15T20:23:42.316803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-15T20:23:42.317203] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-15T20:23:42.318023] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-15T20:23:42.318076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:42.318108] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:42.318135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:42.318193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:42.374596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:42.375443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:42.375525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:42.375558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:42.493332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:42.493484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:42.493523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:42.493552] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:42.496976] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-12-15T20:23:42.497239] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-15T20:23:42.497357] [INFO ] [sig       ] HCSG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:42.634324] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HCSG.txt
[2025-12-15T20:23:42.634464] [INFO ] [sig       ] [1514/3591] Completed HCSG in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-15T20:23:42.634512] [INFO ] [sig       ] [1515/3591] Forecasting HCTI...
[2025-12-15T20:23:42.634547] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-15T20:23:42.634594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-15T20:23:42.645912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-15T20:23:42.646258] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-15T20:23:42.647166] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-15T20:23:42.647220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:42.647253] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:42.647281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:42.647338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:42.705678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:42.706395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:42.706477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:42.706509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:42.824809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:42.824968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:42.825012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:42.825042] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:42.828521] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-15T20:23:42.828852] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-15T20:23:42.829011] [INFO ] [sig       ] HCTI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:42.974209] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HCTI.txt
[2025-12-15T20:23:42.974397] [INFO ] [sig       ] [1515/3591] Completed HCTI in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-15T20:23:42.974452] [INFO ] [sig       ] [1516/3591] Forecasting HD...
[2025-12-15T20:23:42.974493] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-15T20:23:42.974535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-15T20:23:42.987516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-15T20:23:42.988114] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-15T20:23:42.989138] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-15T20:23:42.989192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:42.989225] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:42.989251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:42.989309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:43.046819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:43.047417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:43.047498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:43.047531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:43.170166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:43.170314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:43.170353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:43.170381] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:43.173779] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2025-12-15T20:23:43.174055] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-15T20:23:43.174181] [INFO ] [sig       ] HD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:43.314426] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HD.txt
[2025-12-15T20:23:43.314556] [INFO ] [sig       ] [1516/3591] Completed HD in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-15T20:23:43.314612] [INFO ] [sig       ] [1517/3591] Forecasting HDB...
[2025-12-15T20:23:43.314643] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-15T20:23:43.314679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-15T20:23:43.325801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-15T20:23:43.326107] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-15T20:23:43.326867] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-15T20:23:43.326919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:43.326952] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:43.326981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:43.327036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:43.385676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:43.386305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:43.386383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:43.386415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:43.511259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:43.511402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:43.511440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:43.511468] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:43.514779] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-15T20:23:43.515044] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-15T20:23:43.515162] [INFO ] [sig       ] HDB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:43.658400] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HDB.txt
[2025-12-15T20:23:43.658552] [INFO ] [sig       ] [1517/3591] Completed HDB in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-15T20:23:43.658614] [INFO ] [sig       ] [1518/3591] Forecasting HDSN...
[2025-12-15T20:23:43.658645] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-15T20:23:43.658673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-15T20:23:43.669653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-15T20:23:43.669956] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-15T20:23:43.670738] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-15T20:23:43.670789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:43.670820] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:43.670846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:43.670901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:43.740262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:43.741134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:43.741216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:43.741248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:43.856367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:43.856519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:43.856560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:43.856628] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:43.860229] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-15T20:23:43.860551] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-15T20:23:43.860724] [INFO ] [sig       ] HDSN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:44.003667] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HDSN.txt
[2025-12-15T20:23:44.003803] [INFO ] [sig       ] [1518/3591] Completed HDSN in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:44.003844] [INFO ] [sig       ] [1519/3591] Forecasting HE...
[2025-12-15T20:23:44.003874] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-15T20:23:44.003905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-15T20:23:44.016139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-15T20:23:44.016536] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-15T20:23:44.017381] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-15T20:23:44.017434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:44.017505] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:44.017544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:44.017644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:44.077597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:44.078899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:44.079019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:44.079057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:44.214185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:44.214359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:44.214407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:44.214442] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:44.218242] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=49.44%)
[2025-12-15T20:23:44.218505] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-15T20:23:44.218643] [INFO ] [sig       ] HE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:44.378117] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HE.txt
[2025-12-15T20:23:44.378258] [INFO ] [sig       ] [1519/3591] Completed HE in 0.4s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:44.378310] [INFO ] [sig       ] [1520/3591] Forecasting HEI...
[2025-12-15T20:23:44.378343] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-15T20:23:44.378373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-15T20:23:44.390648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-15T20:23:44.391005] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-15T20:23:44.392245] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-15T20:23:44.392297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:44.392334] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:44.392370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:44.392428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:44.453493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:44.454350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:44.454427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:44.454461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:44.577327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:44.577474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:44.577517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:44.577545] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:44.581107] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-15T20:23:44.581386] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-15T20:23:44.581508] [INFO ] [sig       ] HEI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:44.719690] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HEI.txt
[2025-12-15T20:23:44.719811] [INFO ] [sig       ] [1520/3591] Completed HEI in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:44.719851] [INFO ] [sig       ] [1521/3591] Forecasting HELE...
[2025-12-15T20:23:44.719881] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-15T20:23:44.719910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-15T20:23:44.731009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-15T20:23:44.731329] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-15T20:23:44.732085] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-15T20:23:44.732136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:44.732168] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:44.732194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:44.732251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:44.789683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:44.790297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:44.790376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:44.790409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:44.913180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:44.913290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:44.913326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:44.913353] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:44.916471] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-12-15T20:23:44.916750] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-15T20:23:44.916868] [INFO ] [sig       ] HELE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:45.056418] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HELE.txt
[2025-12-15T20:23:45.056530] [INFO ] [sig       ] [1521/3591] Completed HELE in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:45.056584] [INFO ] [sig       ] [1522/3591] Forecasting HEPS...
[2025-12-15T20:23:45.056616] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-15T20:23:45.056646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-15T20:23:45.067679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-15T20:23:45.067997] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-15T20:23:45.068766] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-15T20:23:45.068816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:45.068847] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:45.068873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:45.068930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:45.125271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:45.126014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:45.126097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:45.126131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:45.247012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:45.247174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:45.247212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:45.247267] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:45.250605] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-15T20:23:45.250872] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-15T20:23:45.250995] [INFO ] [sig       ] HEPS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:45.392249] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HEPS.txt
[2025-12-15T20:23:45.392407] [INFO ] [sig       ] [1522/3591] Completed HEPS in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:45.392446] [INFO ] [sig       ] [1523/3591] Forecasting HEQ...
[2025-12-15T20:23:45.392476] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-15T20:23:45.392508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-15T20:23:45.404429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-15T20:23:45.404842] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-15T20:23:45.405615] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-15T20:23:45.405666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:45.405698] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:45.405724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:45.405780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:45.466546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:45.467614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:45.467699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:45.467928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:45.588086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:45.588264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:45.588329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:45.588373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:45.591865] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=69.02%)
[2025-12-15T20:23:45.592161] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-15T20:23:45.592290] [INFO ] [sig       ] HEQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:45.731107] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HEQ.txt
[2025-12-15T20:23:45.731237] [INFO ] [sig       ] [1523/3591] Completed HEQ in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:45.731277] [INFO ] [sig       ] [1524/3591] Forecasting HERO...
[2025-12-15T20:23:45.731308] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-15T20:23:45.731338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-15T20:23:45.741805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-15T20:23:45.742129] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-15T20:23:45.742906] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-15T20:23:45.742958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:45.742990] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:45.743017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:45.743074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:45.801813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:45.802694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:45.802782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:45.802816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:45.925028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:45.925201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:45.925249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:45.925290] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:45.929544] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-12-15T20:23:45.929927] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-15T20:23:45.930074] [INFO ] [sig       ] HERO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:46.069783] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HERO.txt
[2025-12-15T20:23:46.069942] [INFO ] [sig       ] [1524/3591] Completed HERO in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:46.069985] [INFO ] [sig       ] [1525/3591] Forecasting HESM...
[2025-12-15T20:23:46.070016] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-15T20:23:46.070049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-15T20:23:46.081282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-15T20:23:46.081683] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-15T20:23:46.082493] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-15T20:23:46.082546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:46.082601] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:46.082631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:46.082689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:46.140658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:46.141536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:46.141643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:46.141678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:46.272217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:46.272398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:46.272455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:46.272497] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:46.276681] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=72.78%)
[2025-12-15T20:23:46.277041] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-15T20:23:46.277199] [INFO ] [sig       ] HESM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:46.434541] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HESM.txt
[2025-12-15T20:23:46.434891] [INFO ] [sig       ] [1525/3591] Completed HESM in 0.4s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:46.434930] [INFO ] [sig       ] [1526/3591] Forecasting HFFG...
[2025-12-15T20:23:46.434961] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-15T20:23:46.434990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-15T20:23:46.445086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-15T20:23:46.445420] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-15T20:23:46.446184] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-15T20:23:46.446249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:46.446281] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:46.446307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:46.446363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:46.502552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:46.503399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:46.503480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:46.503515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:46.617555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:46.617722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:46.617763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:46.617792] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:46.621399] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=65.47%)
[2025-12-15T20:23:46.621720] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-15T20:23:46.621852] [INFO ] [sig       ] HFFG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:46.758842] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HFFG.txt
[2025-12-15T20:23:46.758998] [INFO ] [sig       ] [1526/3591] Completed HFFG in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:46.759039] [INFO ] [sig       ] [1527/3591] Forecasting HFRO...
[2025-12-15T20:23:46.759071] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-15T20:23:46.759100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-15T20:23:46.769806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-15T20:23:46.770136] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-15T20:23:46.770905] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-15T20:23:46.770956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:46.770987] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:46.771014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:46.771069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:46.827174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:46.827949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:46.828031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:46.828064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:46.959012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:46.959167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:46.959207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:46.959236] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:46.962681] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-12-15T20:23:46.963008] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-15T20:23:46.963142] [INFO ] [sig       ] HFRO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:47.103752] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HFRO.txt
[2025-12-15T20:23:47.103898] [INFO ] [sig       ] [1527/3591] Completed HFRO in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:47.103940] [INFO ] [sig       ] [1528/3591] Forecasting HFWA...
[2025-12-15T20:23:47.103970] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-15T20:23:47.104000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-15T20:23:47.114805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-15T20:23:47.115143] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-15T20:23:47.116029] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-15T20:23:47.116083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:47.116115] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:47.116143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:47.116206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:47.172765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:47.173607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:47.173690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:47.173724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:47.296521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:47.296692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:47.296732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:47.296760] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:47.300115] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-15T20:23:47.300392] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-15T20:23:47.300515] [INFO ] [sig       ] HFWA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:47.445972] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HFWA.txt
[2025-12-15T20:23:47.446121] [INFO ] [sig       ] [1528/3591] Completed HFWA in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:47.446165] [INFO ] [sig       ] [1529/3591] Forecasting HG...
[2025-12-15T20:23:47.446194] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-15T20:23:47.446225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-15T20:23:47.459748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-15T20:23:47.460138] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-15T20:23:47.461195] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-15T20:23:47.461248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:47.461280] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:47.461309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:47.461372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:47.524398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:47.525302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:47.525419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:47.525452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:47.648414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:47.648562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:47.648622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:47.648652] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:47.652424] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=57.46%)
[2025-12-15T20:23:47.652719] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-15T20:23:47.653038] [INFO ] [sig       ] HG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:47.801492] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HG.txt
[2025-12-15T20:23:47.801672] [INFO ] [sig       ] [1529/3591] Completed HG in 0.4s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-15T20:23:47.801726] [INFO ] [sig       ] [1530/3591] Forecasting HGBL...
[2025-12-15T20:23:47.801761] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-15T20:23:47.801793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-15T20:23:47.812198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-15T20:23:47.812593] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-15T20:23:47.813348] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-15T20:23:47.813399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:47.813430] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:47.813455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:47.813510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:47.869849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:47.870739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:47.870824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:47.870858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:47.985931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:47.986088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:47.986128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:47.986158] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:47.989604] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-12-15T20:23:47.989891] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-15T20:23:47.990030] [INFO ] [sig       ] HGBL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:48.129192] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HGBL.txt
[2025-12-15T20:23:48.129345] [INFO ] [sig       ] [1530/3591] Completed HGBL in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-15T20:23:48.129386] [INFO ] [sig       ] [1531/3591] Forecasting HGLB...
[2025-12-15T20:23:48.129414] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-15T20:23:48.129446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-15T20:23:48.139904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-15T20:23:48.140268] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-15T20:23:48.141065] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-15T20:23:48.141119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:48.141151] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:48.141179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:48.141236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:48.197197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:48.198052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:48.198133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:48.198164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:48.324255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:48.324405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:48.324443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:48.324472] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:48.327745] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-12-15T20:23:48.328008] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-15T20:23:48.328145] [INFO ] [sig       ] HGLB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:48.466753] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HGLB.txt
[2025-12-15T20:23:48.466907] [INFO ] [sig       ] [1531/3591] Completed HGLB in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-15T20:23:48.466948] [INFO ] [sig       ] [1532/3591] Forecasting HGTY...
[2025-12-15T20:23:48.466977] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-15T20:23:48.467008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-15T20:23:48.477860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-15T20:23:48.478258] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-15T20:23:48.479175] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-15T20:23:48.479231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:48.479265] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:48.479293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:48.479352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:48.536478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:48.537329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:48.537410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:48.537443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:48.660309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:48.660474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:48.660513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:48.660542] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:48.664009] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-15T20:23:48.664279] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-15T20:23:48.664415] [INFO ] [sig       ] HGTY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:48.807871] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HGTY.txt
[2025-12-15T20:23:48.808019] [INFO ] [sig       ] [1532/3591] Completed HGTY in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-15T20:23:48.808059] [INFO ] [sig       ] [1533/3591] Forecasting HHH...
[2025-12-15T20:23:48.808090] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-15T20:23:48.808119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-15T20:23:48.818457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-15T20:23:48.818813] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-15T20:23:48.819598] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-15T20:23:48.819648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:48.819679] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:48.819705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:48.819769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:48.875682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:48.876309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:48.876389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:48.876422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:48.995170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:48.995285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:48.995335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:48.995364] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:48.998604] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-12-15T20:23:48.998867] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-15T20:23:48.999021] [INFO ] [sig       ] HHH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:49.135279] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HHH.txt
[2025-12-15T20:23:49.135403] [INFO ] [sig       ] [1533/3591] Completed HHH in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-15T20:23:49.135441] [INFO ] [sig       ] [1534/3591] Forecasting HI...
[2025-12-15T20:23:49.135471] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-15T20:23:49.135501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-15T20:23:49.145902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-15T20:23:49.146198] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-15T20:23:49.146981] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-15T20:23:49.147032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:49.147062] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:49.147089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:49.147144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:49.203449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:49.204510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:49.204611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:49.204646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:49.327365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:49.327534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:49.327626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:49.327677] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:49.331185] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=61.83%)
[2025-12-15T20:23:49.331462] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-15T20:23:49.331603] [INFO ] [sig       ] HI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:49.467851] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HI.txt
[2025-12-15T20:23:49.467971] [INFO ] [sig       ] [1534/3591] Completed HI in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-15T20:23:49.468017] [INFO ] [sig       ] [1535/3591] Forecasting HIFS...
[2025-12-15T20:23:49.468048] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-15T20:23:49.468078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-15T20:23:49.482418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-15T20:23:49.482785] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-15T20:23:49.483541] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-15T20:23:49.483631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:49.483672] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:49.483705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:49.483770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:49.549071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:49.549971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:49.550088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:49.550122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:49.662437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:49.662626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:49.662678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:49.662715] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:49.666192] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=77.75%)
[2025-12-15T20:23:49.666483] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-15T20:23:49.666636] [INFO ] [sig       ] HIFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:49.805195] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HIFS.txt
[2025-12-15T20:23:49.805323] [INFO ] [sig       ] [1535/3591] Completed HIFS in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:49.805363] [INFO ] [sig       ] [1536/3591] Forecasting HIG...
[2025-12-15T20:23:49.805392] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-15T20:23:49.805420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-15T20:23:49.818702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-15T20:23:49.819131] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-15T20:23:49.819932] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-15T20:23:49.819983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:49.820044] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:49.820071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:49.820127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:49.875294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:49.876211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:49.876296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:49.876329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:49.994492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:49.994667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:49.994709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:49.994739] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:49.998116] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=56.99%)
[2025-12-15T20:23:49.998419] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-15T20:23:49.998551] [INFO ] [sig       ] HIG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:50.142842] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HIG.txt
[2025-12-15T20:23:50.142992] [INFO ] [sig       ] [1536/3591] Completed HIG in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:50.143032] [INFO ] [sig       ] [1537/3591] Forecasting HII...
[2025-12-15T20:23:50.143062] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-15T20:23:50.143093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-15T20:23:50.154722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-15T20:23:50.155102] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-15T20:23:50.155915] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-15T20:23:50.155968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:50.155999] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:50.156042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:50.156101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:50.210844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:50.211735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:50.211817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:50.211849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:50.335255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:50.335410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:50.335452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:50.335482] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:50.338903] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-15T20:23:50.339236] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-15T20:23:50.339374] [INFO ] [sig       ] HII: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:50.481645] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HII.txt
[2025-12-15T20:23:50.481808] [INFO ] [sig       ] [1537/3591] Completed HII in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:50.481848] [INFO ] [sig       ] [1538/3591] Forecasting HIMS...
[2025-12-15T20:23:50.481879] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-15T20:23:50.481908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-15T20:23:50.493258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-15T20:23:50.493653] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-15T20:23:50.494451] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-15T20:23:50.494504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:50.494536] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:50.494564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:50.494653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:50.550165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:50.551029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:50.551117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:50.551150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:50.669529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:50.669719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:50.669766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:50.669796] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:50.673155] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2025-12-15T20:23:50.673433] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-15T20:23:50.673559] [INFO ] [sig       ] HIMS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:50.814488] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HIMS.txt
[2025-12-15T20:23:50.814638] [INFO ] [sig       ] [1538/3591] Completed HIMS in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:50.814681] [INFO ] [sig       ] [1539/3591] Forecasting HIMX...
[2025-12-15T20:23:50.814711] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-15T20:23:50.814742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-15T20:23:50.825445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-15T20:23:50.825868] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-15T20:23:50.826739] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-15T20:23:50.826802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:50.826835] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:50.826863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:50.826920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:50.883728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:50.884425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:50.884509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:50.884542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:51.005389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:51.005546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:51.005607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:51.005672] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:51.009064] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2025-12-15T20:23:51.009339] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-15T20:23:51.009483] [INFO ] [sig       ] HIMX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:51.148338] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HIMX.txt
[2025-12-15T20:23:51.148498] [INFO ] [sig       ] [1539/3591] Completed HIMX in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:51.148540] [INFO ] [sig       ] [1540/3591] Forecasting HIO...
[2025-12-15T20:23:51.148589] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-15T20:23:51.148623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-15T20:23:51.160010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-15T20:23:51.160372] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-15T20:23:51.161151] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-15T20:23:51.161203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:51.161234] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:51.161260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:51.161315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:51.217792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:51.218665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:51.218750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:51.218783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:51.340117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:51.340268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:51.340307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:51.340335] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:51.343619] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=61.70%)
[2025-12-15T20:23:51.343885] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-15T20:23:51.344004] [INFO ] [sig       ] HIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:51.480946] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HIO.txt
[2025-12-15T20:23:51.481079] [INFO ] [sig       ] [1540/3591] Completed HIO in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:51.481117] [INFO ] [sig       ] [1541/3591] Forecasting HIPO...
[2025-12-15T20:23:51.481147] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-15T20:23:51.481192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-15T20:23:51.492145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-15T20:23:51.492467] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-15T20:23:51.493235] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-15T20:23:51.493294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:51.493324] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:51.493351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:51.493407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:51.549478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:51.550155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:51.550481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:51.550521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:51.672540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:51.672713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:51.672752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:51.672780] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:51.676049] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=17.08%)
[2025-12-15T20:23:51.676310] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-15T20:23:51.676429] [INFO ] [sig       ] HIPO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:51.818732] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HIPO.txt
[2025-12-15T20:23:51.818887] [INFO ] [sig       ] [1541/3591] Completed HIPO in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:51.818927] [INFO ] [sig       ] [1542/3591] Forecasting HITI...
[2025-12-15T20:23:51.818981] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-15T20:23:51.819011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-15T20:23:51.829463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-15T20:23:51.829839] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-15T20:23:51.830603] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-15T20:23:51.830654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:51.830685] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:51.830711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:51.830768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:51.890163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:51.891175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:51.891268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:51.891302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:52.011067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:52.011216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:52.011253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:52.011282] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:52.014563] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-12-15T20:23:52.014879] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-15T20:23:52.015000] [INFO ] [sig       ] HITI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:52.151730] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HITI.txt
[2025-12-15T20:23:52.151877] [INFO ] [sig       ] [1542/3591] Completed HITI in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:52.151919] [INFO ] [sig       ] [1543/3591] Forecasting HIVE...
[2025-12-15T20:23:52.151951] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-15T20:23:52.151982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-15T20:23:52.163931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-15T20:23:52.164295] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-15T20:23:52.165107] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-15T20:23:52.165158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:52.165189] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:52.165215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:52.165270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:52.219924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:52.220588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:52.220670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:52.220704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:52.339462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:52.339667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:52.339717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:52.339751] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:52.343159] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-12-15T20:23:52.343477] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-15T20:23:52.343662] [INFO ] [sig       ] HIVE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:52.481504] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HIVE.txt
[2025-12-15T20:23:52.481641] [INFO ] [sig       ] [1543/3591] Completed HIVE in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:52.481689] [INFO ] [sig       ] [1544/3591] Forecasting HIX...
[2025-12-15T20:23:52.481719] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-15T20:23:52.481748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-15T20:23:52.492460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-15T20:23:52.492794] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-15T20:23:52.493559] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-15T20:23:52.493629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:52.493660] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:52.493687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:52.493743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:52.549930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:52.550510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:52.550601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:52.550635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:52.664910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:52.665055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:52.665093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:52.665159] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:52.668471] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2025-12-15T20:23:52.668751] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-15T20:23:52.668871] [INFO ] [sig       ] HIX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:52.812742] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HIX.txt
[2025-12-15T20:23:52.812904] [INFO ] [sig       ] [1544/3591] Completed HIX in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:52.812953] [INFO ] [sig       ] [1545/3591] Forecasting HL...
[2025-12-15T20:23:52.812985] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-15T20:23:52.813015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-15T20:23:52.823749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-15T20:23:52.824082] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-15T20:23:52.824866] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-15T20:23:52.824923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:52.824958] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:52.824987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:52.825044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:52.881310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:52.881952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:52.882028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:52.882059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:53.005154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:53.005307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:53.005346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:53.005373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:53.008737] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-15T20:23:53.009080] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-15T20:23:53.009211] [INFO ] [sig       ] HL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:53.148490] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HL.txt
[2025-12-15T20:23:53.148630] [INFO ] [sig       ] [1545/3591] Completed HL in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:53.148672] [INFO ] [sig       ] [1546/3591] Forecasting HLAL...
[2025-12-15T20:23:53.148702] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-15T20:23:53.148730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-15T20:23:53.159341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-15T20:23:53.159682] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-15T20:23:53.160428] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-15T20:23:53.160479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:53.160510] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:53.160537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:53.160615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:53.215326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:53.215965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:53.216069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:53.216128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:53.344958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:53.345113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:53.345155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:53.345184] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:53.348834] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-15T20:23:53.349124] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-15T20:23:53.349259] [INFO ] [sig       ] HLAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:53.492463] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HLAL.txt
[2025-12-15T20:23:53.492636] [INFO ] [sig       ] [1546/3591] Completed HLAL in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:53.492699] [INFO ] [sig       ] [1547/3591] Forecasting HLF...
[2025-12-15T20:23:53.492738] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-15T20:23:53.492769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-15T20:23:53.504813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-15T20:23:53.505202] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-15T20:23:53.506034] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-15T20:23:53.506087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:53.506119] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:53.506145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:53.506202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:53.566520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:53.567200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:53.567278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:53.567310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:53.697590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:53.697746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:53.697787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:53.697816] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:53.701808] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-15T20:23:53.702189] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-15T20:23:53.702340] [INFO ] [sig       ] HLF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:53.854040] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HLF.txt
[2025-12-15T20:23:53.854180] [INFO ] [sig       ] [1547/3591] Completed HLF in 0.4s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-15T20:23:53.854220] [INFO ] [sig       ] [1548/3591] Forecasting HLI...
[2025-12-15T20:23:53.854249] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-15T20:23:53.854280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-15T20:23:53.866288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-15T20:23:53.866655] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-15T20:23:53.867421] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-15T20:23:53.867472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:53.867502] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:53.867535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:53.867633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:53.925968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:53.926646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:53.926728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:53.926760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:54.040536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:54.040701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:54.040746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:54.040780] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:54.044014] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2025-12-15T20:23:54.044281] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-15T20:23:54.044403] [INFO ] [sig       ] HLI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:54.180781] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HLI.txt
[2025-12-15T20:23:54.180921] [INFO ] [sig       ] [1548/3591] Completed HLI in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-15T20:23:54.180959] [INFO ] [sig       ] [1549/3591] Forecasting HLIO...
[2025-12-15T20:23:54.180989] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-15T20:23:54.181017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-15T20:23:54.192605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-15T20:23:54.192952] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-15T20:23:54.193761] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-15T20:23:54.193813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:54.193846] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:54.193875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:54.193933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:54.251256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:54.252189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:54.252287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:54.252325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:54.385296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:54.385446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:54.385486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:54.385514] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:54.388834] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-12-15T20:23:54.389109] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-15T20:23:54.389230] [INFO ] [sig       ] HLIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:54.530377] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HLIO.txt
[2025-12-15T20:23:54.530592] [INFO ] [sig       ] [1549/3591] Completed HLIO in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-15T20:23:54.530664] [INFO ] [sig       ] [1550/3591] Forecasting HLLY...
[2025-12-15T20:23:54.530703] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-15T20:23:54.530738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-15T20:23:54.541898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-15T20:23:54.542257] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-15T20:23:54.543028] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-15T20:23:54.543095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:54.543128] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:54.543154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:54.543209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:54.598882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:54.599549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:54.599644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:54.599677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:54.717645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:54.717804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:54.717843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:54.717872] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:54.721203] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=81.55%)
[2025-12-15T20:23:54.721481] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-15T20:23:54.721624] [INFO ] [sig       ] HLLY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:54.859867] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HLLY.txt
[2025-12-15T20:23:54.860024] [INFO ] [sig       ] [1550/3591] Completed HLLY in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-15T20:23:54.860065] [INFO ] [sig       ] [1551/3591] Forecasting HLMN...
[2025-12-15T20:23:54.860094] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-15T20:23:54.860125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-15T20:23:54.870681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-15T20:23:54.871046] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-15T20:23:54.871829] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-15T20:23:54.871884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:54.871914] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:54.871941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:54.872140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:54.927959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:54.928660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:54.928740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:54.928771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:55.048853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:55.049016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:55.049057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:55.049085] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:55.052776] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-15T20:23:55.053066] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-15T20:23:55.053192] [INFO ] [sig       ] HLMN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:55.196368] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HLMN.txt
[2025-12-15T20:23:55.196519] [INFO ] [sig       ] [1551/3591] Completed HLMN in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-15T20:23:55.196561] [INFO ] [sig       ] [1552/3591] Forecasting HLN...
[2025-12-15T20:23:55.196611] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-15T20:23:55.196645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-15T20:23:55.210948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-15T20:23:55.211405] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-15T20:23:55.212348] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-15T20:23:55.212409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:55.212447] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:55.212480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:55.212558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:55.274887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:55.275769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:55.275856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:55.275888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:55.398494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:55.398661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:55.398703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:55.398732] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:55.402122] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-12-15T20:23:55.402388] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-15T20:23:55.402511] [INFO ] [sig       ] HLN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:55.541827] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HLN.txt
[2025-12-15T20:23:55.541987] [INFO ] [sig       ] [1552/3591] Completed HLN in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-15T20:23:55.542027] [INFO ] [sig       ] [1553/3591] Forecasting HLNE...
[2025-12-15T20:23:55.542059] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-15T20:23:55.542090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-15T20:23:55.554327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-15T20:23:55.554721] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-15T20:23:55.555506] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-15T20:23:55.555557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:55.555637] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:55.555666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:55.555723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:55.610029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:55.610658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:55.610733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:55.610765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:55.724267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:55.724420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:55.724459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:55.724487] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:55.727764] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-12-15T20:23:55.728028] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-15T20:23:55.728150] [INFO ] [sig       ] HLNE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:55.862902] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HLNE.txt
[2025-12-15T20:23:55.863032] [INFO ] [sig       ] [1553/3591] Completed HLNE in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:55.863077] [INFO ] [sig       ] [1554/3591] Forecasting HLX...
[2025-12-15T20:23:55.863107] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-15T20:23:55.863137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-15T20:23:55.874265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-15T20:23:55.874616] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-15T20:23:55.875370] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-15T20:23:55.875421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:55.875452] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:55.875478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:55.875534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:55.930733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:55.931602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:55.931684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:55.931716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:56.047653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:56.047806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:56.047844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:56.047872] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:56.051131] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-15T20:23:56.051391] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-15T20:23:56.051511] [INFO ] [sig       ] HLX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:56.188949] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HLX.txt
[2025-12-15T20:23:56.189062] [INFO ] [sig       ] [1554/3591] Completed HLX in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:56.189101] [INFO ] [sig       ] [1555/3591] Forecasting HMC...
[2025-12-15T20:23:56.189130] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-15T20:23:56.189159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-15T20:23:56.201016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-15T20:23:56.201398] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-15T20:23:56.202239] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-15T20:23:56.202291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:56.202325] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:56.202351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:56.202408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:56.259720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:56.260502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:56.260603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:56.260638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:56.381179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:56.381346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:56.381387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:56.381415] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:56.384900] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2025-12-15T20:23:56.385197] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-15T20:23:56.385320] [INFO ] [sig       ] HMC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:56.528165] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HMC.txt
[2025-12-15T20:23:56.528326] [INFO ] [sig       ] [1555/3591] Completed HMC in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:56.528371] [INFO ] [sig       ] [1556/3591] Forecasting HMN...
[2025-12-15T20:23:56.528400] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-15T20:23:56.528433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-15T20:23:56.539459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-15T20:23:56.539812] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-15T20:23:56.540564] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-15T20:23:56.540645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:56.540681] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:56.540707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:56.540767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:56.596280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:56.597136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:56.597220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:56.597252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:56.714255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:56.714405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:56.714443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:56.714499] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:56.717797] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=0.12%)
[2025-12-15T20:23:56.718059] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-15T20:23:56.718179] [INFO ] [sig       ] HMN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:56.856234] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HMN.txt
[2025-12-15T20:23:56.856392] [INFO ] [sig       ] [1556/3591] Completed HMN in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:56.856432] [INFO ] [sig       ] [1557/3591] Forecasting HMY...
[2025-12-15T20:23:56.856461] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-15T20:23:56.856491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-15T20:23:56.869620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-15T20:23:56.870233] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-15T20:23:56.871230] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-15T20:23:56.871280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:56.871311] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:56.871335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:56.871390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:56.929118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:56.929987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:56.930069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:56.930104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:57.053618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:57.053760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:57.053814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:57.053843] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:57.057892] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-15T20:23:57.058157] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-15T20:23:57.058276] [INFO ] [sig       ] HMY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:57.198476] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HMY.txt
[2025-12-15T20:23:57.198637] [INFO ] [sig       ] [1557/3591] Completed HMY in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:57.198680] [INFO ] [sig       ] [1558/3591] Forecasting HNDL...
[2025-12-15T20:23:57.198713] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-15T20:23:57.198749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-15T20:23:57.210214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-15T20:23:57.210606] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-15T20:23:57.211363] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-15T20:23:57.211413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:57.211444] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:57.211471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:57.211527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:57.266373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:57.267066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:57.267146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:57.267178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:57.385504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:57.385668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:57.385708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:57.385738] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:57.388998] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-15T20:23:57.389271] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-15T20:23:57.389389] [INFO ] [sig       ] HNDL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:57.526604] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HNDL.txt
[2025-12-15T20:23:57.526749] [INFO ] [sig       ] [1558/3591] Completed HNDL in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:57.526789] [INFO ] [sig       ] [1559/3591] Forecasting HNI...
[2025-12-15T20:23:57.526819] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-15T20:23:57.526850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-15T20:23:57.537829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-15T20:23:57.538146] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-15T20:23:57.538911] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-15T20:23:57.538985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:57.539019] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:57.539045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:57.539100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:57.593844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:57.594505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:57.594630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:57.594666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:57.712603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:57.712755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:57.712795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:57.712824] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:57.716148] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-15T20:23:57.716423] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-15T20:23:57.716549] [INFO ] [sig       ] HNI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:57.852930] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HNI.txt
[2025-12-15T20:23:57.853066] [INFO ] [sig       ] [1559/3591] Completed HNI in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:57.853104] [INFO ] [sig       ] [1560/3591] Forecasting HNRG...
[2025-12-15T20:23:57.853135] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-15T20:23:57.853164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-15T20:23:57.864329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-15T20:23:57.864703] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-15T20:23:57.865448] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-15T20:23:57.865498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:57.865529] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:57.865555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:57.865636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:57.920362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:57.921042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:57.921120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:57.921152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:58.046517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:58.046702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:58.046757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:58.046793] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:58.051246] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=66.94%)
[2025-12-15T20:23:58.051711] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-15T20:23:58.051895] [INFO ] [sig       ] HNRG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:58.212630] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HNRG.txt
[2025-12-15T20:23:58.212795] [INFO ] [sig       ] [1560/3591] Completed HNRG in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:58.212836] [INFO ] [sig       ] [1561/3591] Forecasting HOG...
[2025-12-15T20:23:58.212866] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-15T20:23:58.212895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-15T20:23:58.224278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-15T20:23:58.224696] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-15T20:23:58.225468] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-15T20:23:58.225521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:58.225590] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:58.225623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:58.225680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:58.282892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:58.283771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:58.283857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:58.283890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:58.409206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:58.409355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:58.409394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:58.409422] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:58.412916] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-12-15T20:23:58.413198] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-15T20:23:58.413329] [INFO ] [sig       ] HOG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:23:58.551012] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HOG.txt
[2025-12-15T20:23:58.551143] [INFO ] [sig       ] [1561/3591] Completed HOG in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:58.551182] [INFO ] [sig       ] [1562/3591] Forecasting HOLO...
[2025-12-15T20:23:58.551210] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-15T20:23:58.551241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-15T20:23:58.561791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-15T20:23:58.562103] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-15T20:23:58.562868] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-15T20:23:58.562919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:58.562950] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:58.562976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:58.563032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:58.618478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:58.619160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:58.619235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:58.619267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:58.735949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:58.736100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:58.736139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:58.736168] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:58.739493] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-15T20:23:58.739776] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-15T20:23:58.739922] [INFO ] [sig       ] HOLO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:58.876969] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HOLO.txt
[2025-12-15T20:23:58.877126] [INFO ] [sig       ] [1562/3591] Completed HOLO in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:58.877167] [INFO ] [sig       ] [1563/3591] Forecasting HOLX...
[2025-12-15T20:23:58.877196] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-15T20:23:58.877227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-15T20:23:58.888501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-15T20:23:58.888911] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-15T20:23:58.889723] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-15T20:23:58.889774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:58.889805] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:58.889835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:58.889891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:58.945013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:58.945887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:58.945995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:58.946029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:59.074753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:59.074915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:59.074955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:59.074984] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:59.078455] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=74.19%)
[2025-12-15T20:23:59.078777] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-15T20:23:59.078915] [INFO ] [sig       ] HOLX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:59.234146] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HOLX.txt
[2025-12-15T20:23:59.234304] [INFO ] [sig       ] [1563/3591] Completed HOLX in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:59.234343] [INFO ] [sig       ] [1564/3591] Forecasting HOMB...
[2025-12-15T20:23:59.234373] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-15T20:23:59.234402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-15T20:23:59.245699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-15T20:23:59.246066] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-15T20:23:59.246877] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-15T20:23:59.246931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:59.246990] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:59.247024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:59.247083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:59.302693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:59.303295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:59.303374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:59.303407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:59.421339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:59.421484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:59.421524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:59.421553] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:59.424863] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-12-15T20:23:59.425132] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-15T20:23:59.425255] [INFO ] [sig       ] HOMB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:59.568683] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HOMB.txt
[2025-12-15T20:23:59.568827] [INFO ] [sig       ] [1564/3591] Completed HOMB in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-15T20:23:59.568867] [INFO ] [sig       ] [1565/3591] Forecasting HON...
[2025-12-15T20:23:59.568904] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-15T20:23:59.568989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-15T20:23:59.579967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-15T20:23:59.580283] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-15T20:23:59.581083] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-15T20:23:59.581133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:59.581164] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:59.581190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:59.581246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:59.636448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:59.637103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:59.637183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:59.637215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:23:59.760648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:23:59.760776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:23:59.760824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:23:59.760859] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:23:59.764186] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-15T20:23:59.764454] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-15T20:23:59.764594] [INFO ] [sig       ] HON: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:23:59.906592] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HON.txt
[2025-12-15T20:23:59.906723] [INFO ] [sig       ] [1565/3591] Completed HON in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-15T20:23:59.906763] [INFO ] [sig       ] [1566/3591] Forecasting HOOD...
[2025-12-15T20:23:59.906792] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-15T20:23:59.906822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-15T20:23:59.917797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-15T20:23:59.918156] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-15T20:23:59.918963] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-15T20:23:59.919017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:23:59.919050] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:23:59.919078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:23:59.919135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:23:59.981506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:23:59.982360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:23:59.982444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:23:59.982478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:00.106343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:00.106512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:00.106565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:00.106616] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:00.110047] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-15T20:24:00.110316] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-15T20:24:00.110438] [INFO ] [sig       ] HOOD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:00.255181] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HOOD.txt
[2025-12-15T20:24:00.255364] [INFO ] [sig       ] [1566/3591] Completed HOOD in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-15T20:24:00.255407] [INFO ] [sig       ] [1567/3591] Forecasting HOPE...
[2025-12-15T20:24:00.255439] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-15T20:24:00.255470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-15T20:24:00.266442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-15T20:24:00.266792] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-15T20:24:00.267549] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-15T20:24:00.267617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:00.267651] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:00.267678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:00.267734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:00.324068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:00.324914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:00.324995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:00.325028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:00.437261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:00.437421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:00.437467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:00.437501] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:00.440849] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=71.01%)
[2025-12-15T20:24:00.441131] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-15T20:24:00.441251] [INFO ] [sig       ] HOPE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:00.583598] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HOPE.txt
[2025-12-15T20:24:00.583745] [INFO ] [sig       ] [1567/3591] Completed HOPE in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-15T20:24:00.583786] [INFO ] [sig       ] [1568/3591] Forecasting HOTH...
[2025-12-15T20:24:00.583815] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-15T20:24:00.583845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-15T20:24:00.594672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-15T20:24:00.595003] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-15T20:24:00.595812] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-15T20:24:00.595863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:00.595893] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:00.595920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:00.595976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:00.651971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:00.652669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:00.652749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:00.652783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:00.772345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:00.772495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:00.772534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:00.772606] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:00.775984] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-15T20:24:00.776256] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-15T20:24:00.776380] [INFO ] [sig       ] HOTH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:00.914095] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HOTH.txt
[2025-12-15T20:24:00.914221] [INFO ] [sig       ] [1568/3591] Completed HOTH in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-15T20:24:00.914260] [INFO ] [sig       ] [1569/3591] Forecasting HOUS...
[2025-12-15T20:24:00.914290] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-15T20:24:00.914319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-15T20:24:00.925058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-15T20:24:00.925386] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-15T20:24:00.926140] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-15T20:24:00.926192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:00.926224] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:00.926250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:00.926306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:00.981906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:00.982597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:00.982676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:00.982710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:01.102983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:01.103138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:01.103177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:01.103206] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:01.106520] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-15T20:24:01.106810] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-15T20:24:01.106936] [INFO ] [sig       ] HOUS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:01.244532] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HOUS.txt
[2025-12-15T20:24:01.244677] [INFO ] [sig       ] [1569/3591] Completed HOUS in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-15T20:24:01.244717] [INFO ] [sig       ] [1570/3591] Forecasting HP...
[2025-12-15T20:24:01.244746] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-15T20:24:01.244775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-15T20:24:01.256289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-15T20:24:01.256658] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-15T20:24:01.257430] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-15T20:24:01.257482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:01.257542] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:01.257587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:01.257647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:01.312529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:01.313256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:01.313335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:01.313383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:01.430009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:01.430171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:01.430211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:01.430240] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:01.433807] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-12-15T20:24:01.434090] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-15T20:24:01.434223] [INFO ] [sig       ] HP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:01.582557] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HP.txt
[2025-12-15T20:24:01.582737] [INFO ] [sig       ] [1570/3591] Completed HP in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-15T20:24:01.582779] [INFO ] [sig       ] [1571/3591] Forecasting HPE...
[2025-12-15T20:24:01.582809] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-15T20:24:01.582840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-15T20:24:01.594536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-15T20:24:01.594989] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-15T20:24:01.595894] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-15T20:24:01.595952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:01.595983] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:01.596009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:01.596066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:01.658904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:01.659835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:01.659935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:01.659975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:01.787950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:01.788102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:01.788142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:01.788172] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:01.792102] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-15T20:24:01.792459] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-15T20:24:01.792644] [INFO ] [sig       ] HPE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:02.010465] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HPE.txt
[2025-12-15T20:24:02.010624] [INFO ] [sig       ] [1571/3591] Completed HPE in 0.4s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:02.010667] [INFO ] [sig       ] [1572/3591] Forecasting HPF...
[2025-12-15T20:24:02.010697] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-15T20:24:02.010728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-15T20:24:02.022458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-15T20:24:02.022980] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-15T20:24:02.024122] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-15T20:24:02.024191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:02.024244] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:02.024287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:02.024392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:02.082656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:02.083501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:02.083606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:02.083642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:02.205330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:02.205709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:02.205751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:02.205780] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:02.209786] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=14.02%)
[2025-12-15T20:24:02.210268] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-15T20:24:02.210399] [INFO ] [sig       ] HPF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:02.348703] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HPF.txt
[2025-12-15T20:24:02.348863] [INFO ] [sig       ] [1572/3591] Completed HPF in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:02.348908] [INFO ] [sig       ] [1573/3591] Forecasting HPI...
[2025-12-15T20:24:02.348962] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-15T20:24:02.348996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-15T20:24:02.360387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-15T20:24:02.360737] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-15T20:24:02.361478] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-15T20:24:02.361529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:02.361560] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:02.361606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:02.361662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:02.420370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:02.421052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:02.421131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:02.421165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:02.548512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:02.548691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:02.548731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:02.548759] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:02.552542] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-15T20:24:02.552938] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-15T20:24:02.553116] [INFO ] [sig       ] HPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:02.697903] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HPI.txt
[2025-12-15T20:24:02.698055] [INFO ] [sig       ] [1573/3591] Completed HPI in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:02.698095] [INFO ] [sig       ] [1574/3591] Forecasting HPK...
[2025-12-15T20:24:02.698128] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-15T20:24:02.698171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-15T20:24:02.710498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-15T20:24:02.710953] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-15T20:24:02.711803] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-15T20:24:02.711881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:02.711924] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:02.711957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:02.712027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:02.770600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:02.771462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:02.771547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:02.771601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:02.896591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:02.896745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:02.896783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:02.896811] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:02.900197] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-12-15T20:24:02.900458] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-15T20:24:02.900593] [INFO ] [sig       ] HPK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:03.036812] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HPK.txt
[2025-12-15T20:24:03.036967] [INFO ] [sig       ] [1574/3591] Completed HPK in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:03.037008] [INFO ] [sig       ] [1575/3591] Forecasting HPP...
[2025-12-15T20:24:03.037038] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-15T20:24:03.037068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-15T20:24:03.048601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-15T20:24:03.049082] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-15T20:24:03.049917] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-15T20:24:03.049971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:03.050004] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:03.050033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:03.050102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:03.108242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:03.109140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:03.109227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:03.109261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:03.228984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:03.229133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:03.229173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:03.229201] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:03.232491] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-15T20:24:03.232775] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-15T20:24:03.232896] [INFO ] [sig       ] HPP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:03.379894] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HPP.txt
[2025-12-15T20:24:03.380042] [INFO ] [sig       ] [1575/3591] Completed HPP in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:03.380082] [INFO ] [sig       ] [1576/3591] Forecasting HPQ...
[2025-12-15T20:24:03.380113] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-15T20:24:03.380143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-15T20:24:03.393963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-15T20:24:03.394488] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-15T20:24:03.395476] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-15T20:24:03.395538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:03.395605] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:03.395643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:03.395719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:03.456345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:03.457238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:03.457322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:03.457354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:03.575206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:03.575361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:03.575400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:03.575427] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:03.578736] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=53.56%)
[2025-12-15T20:24:03.579052] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-15T20:24:03.579178] [INFO ] [sig       ] HPQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:03.717862] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HPQ.txt
[2025-12-15T20:24:03.717988] [INFO ] [sig       ] [1576/3591] Completed HPQ in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:03.718029] [INFO ] [sig       ] [1577/3591] Forecasting HPS...
[2025-12-15T20:24:03.718058] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-15T20:24:03.718088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-15T20:24:03.729422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-15T20:24:03.729808] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-15T20:24:03.730597] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-15T20:24:03.730650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:03.730682] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:03.730711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:03.730768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:03.787803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:03.788429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:03.788507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:03.788541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:03.908035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:03.908182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:03.908220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:03.908248] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:03.911566] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-15T20:24:03.911850] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-15T20:24:03.911970] [INFO ] [sig       ] HPS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:04.047661] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HPS.txt
[2025-12-15T20:24:04.047808] [INFO ] [sig       ] [1577/3591] Completed HPS in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:04.047855] [INFO ] [sig       ] [1578/3591] Forecasting HQI...
[2025-12-15T20:24:04.047888] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-15T20:24:04.047920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-15T20:24:04.058784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-15T20:24:04.059160] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-15T20:24:04.059982] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-15T20:24:04.060034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:04.060067] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:04.060094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:04.060151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:04.118663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:04.119372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:04.119453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:04.119486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:04.225889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:04.226042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:04.226082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:04.226110] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:04.229376] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-12-15T20:24:04.229657] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-15T20:24:04.229780] [INFO ] [sig       ] HQI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:04.369900] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HQI.txt
[2025-12-15T20:24:04.370054] [INFO ] [sig       ] [1578/3591] Completed HQI in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:04.370099] [INFO ] [sig       ] [1579/3591] Forecasting HQL...
[2025-12-15T20:24:04.370130] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-15T20:24:04.370160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-15T20:24:04.381909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-15T20:24:04.382240] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-15T20:24:04.382995] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-15T20:24:04.383046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:04.383077] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:04.383104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:04.383159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:04.440589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:04.441266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:04.441343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:04.441374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:04.561996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:04.562144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:04.562182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:04.562209] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:04.565482] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=26.93%)
[2025-12-15T20:24:04.565777] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-15T20:24:04.565898] [INFO ] [sig       ] HQL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:04.706162] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HQL.txt
[2025-12-15T20:24:04.706312] [INFO ] [sig       ] [1579/3591] Completed HQL in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:04.706353] [INFO ] [sig       ] [1580/3591] Forecasting HQY...
[2025-12-15T20:24:04.706382] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-15T20:24:04.706412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-15T20:24:04.717846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-15T20:24:04.718211] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-15T20:24:04.719094] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-15T20:24:04.719147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:04.719179] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:04.719205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:04.719260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:04.774349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:04.774985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:04.775063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:04.775094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:04.895828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:04.895968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:04.896006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:04.896034] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:04.899308] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-15T20:24:04.899591] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-15T20:24:04.899715] [INFO ] [sig       ] HQY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:05.051007] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HQY.txt
[2025-12-15T20:24:05.051187] [INFO ] [sig       ] [1580/3591] Completed HQY in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:05.051230] [INFO ] [sig       ] [1581/3591] Forecasting HRB...
[2025-12-15T20:24:05.051259] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-15T20:24:05.051288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-15T20:24:05.062748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-15T20:24:05.063099] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-15T20:24:05.063863] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-15T20:24:05.063914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:05.063946] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:05.063971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:05.064027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:05.119778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:05.120650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:05.120734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:05.120765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:05.241982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:05.242133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:05.242188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:05.242218] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:05.245504] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2025-12-15T20:24:05.245785] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-15T20:24:05.245906] [INFO ] [sig       ] HRB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:05.395902] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HRB.txt
[2025-12-15T20:24:05.396102] [INFO ] [sig       ] [1581/3591] Completed HRB in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-15T20:24:05.396168] [INFO ] [sig       ] [1582/3591] Forecasting HRL...
[2025-12-15T20:24:05.396210] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-15T20:24:05.396257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-15T20:24:05.408999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-15T20:24:05.409424] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-15T20:24:05.410429] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-15T20:24:05.410493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:05.410538] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:05.410607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:05.410690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:05.472976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:05.473875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:05.473963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:05.473996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:05.595406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:05.595564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:05.595624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:05.595653] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:05.599195] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-15T20:24:05.599500] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-15T20:24:05.599656] [INFO ] [sig       ] HRL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:05.740825] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HRL.txt
[2025-12-15T20:24:05.740992] [INFO ] [sig       ] [1582/3591] Completed HRL in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-15T20:24:05.741038] [INFO ] [sig       ] [1583/3591] Forecasting HRMY...
[2025-12-15T20:24:05.741070] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-15T20:24:05.741102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-15T20:24:05.752062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-15T20:24:05.752432] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-15T20:24:05.753263] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-15T20:24:05.753316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:05.753349] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:05.753376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:05.753435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:05.809451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:05.810324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:05.810425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:05.810458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:05.928147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:05.928305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:05.928345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:05.928373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:05.931863] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=32.96%)
[2025-12-15T20:24:05.932180] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-15T20:24:05.932316] [INFO ] [sig       ] HRMY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:06.073317] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HRMY.txt
[2025-12-15T20:24:06.073469] [INFO ] [sig       ] [1583/3591] Completed HRMY in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-15T20:24:06.073541] [INFO ] [sig       ] [1584/3591] Forecasting HRTG...
[2025-12-15T20:24:06.073589] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-15T20:24:06.073626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-15T20:24:06.087632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-15T20:24:06.088126] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-15T20:24:06.089239] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-15T20:24:06.089308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:06.089352] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:06.089393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:06.089477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:06.156399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:06.157298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:06.157396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:06.157430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:06.276258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:06.276412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:06.276450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:06.276479] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:06.279906] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=34.34%)
[2025-12-15T20:24:06.280224] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-15T20:24:06.280361] [INFO ] [sig       ] HRTG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:06.420278] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HRTG.txt
[2025-12-15T20:24:06.420616] [INFO ] [sig       ] [1584/3591] Completed HRTG in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-15T20:24:06.420660] [INFO ] [sig       ] [1585/3591] Forecasting HRTX...
[2025-12-15T20:24:06.420691] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-15T20:24:06.420720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-15T20:24:06.433751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-15T20:24:06.434145] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-15T20:24:06.435019] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-15T20:24:06.435075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:06.435124] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:06.435154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:06.435420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:06.495543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:06.496460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:06.496555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:06.496612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:06.621066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:06.621216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:06.621255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:06.621282] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:06.624567] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-15T20:24:06.624857] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-15T20:24:06.624978] [INFO ] [sig       ] HRTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:06.766093] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HRTX.txt
[2025-12-15T20:24:06.766250] [INFO ] [sig       ] [1585/3591] Completed HRTX in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-15T20:24:06.766293] [INFO ] [sig       ] [1586/3591] Forecasting HRZN...
[2025-12-15T20:24:06.766322] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-15T20:24:06.766353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-15T20:24:06.777420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-15T20:24:06.777815] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-15T20:24:06.778612] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-15T20:24:06.778667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:06.778700] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:06.778729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:06.778786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:06.835962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:06.836833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:06.836919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:06.836953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:06.955677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:06.955839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:06.955879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:06.955910] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:06.959509] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-15T20:24:06.959857] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-15T20:24:06.959996] [INFO ] [sig       ] HRZN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:07.102947] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HRZN.txt
[2025-12-15T20:24:07.103101] [INFO ] [sig       ] [1586/3591] Completed HRZN in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-15T20:24:07.103141] [INFO ] [sig       ] [1587/3591] Forecasting HSAI...
[2025-12-15T20:24:07.103171] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-15T20:24:07.103202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-15T20:24:07.114809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-15T20:24:07.115242] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-15T20:24:07.116076] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-15T20:24:07.116129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:07.116161] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:07.116218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:07.116278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:07.174360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:07.175344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:07.175437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:07.175471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:07.298766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:07.298915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:07.302248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:07.302315] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:07.306130] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-12-15T20:24:07.306521] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-15T20:24:07.306689] [INFO ] [sig       ] HSAI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:07.450139] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HSAI.txt
[2025-12-15T20:24:07.450307] [INFO ] [sig       ] [1587/3591] Completed HSAI in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-15T20:24:07.450348] [INFO ] [sig       ] [1588/3591] Forecasting HSBC...
[2025-12-15T20:24:07.450379] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-15T20:24:07.450408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-15T20:24:07.461891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-15T20:24:07.462288] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-15T20:24:07.463127] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-15T20:24:07.463181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:07.463213] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:07.463241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:07.463301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:07.523551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:07.524415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:07.524507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:07.524541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:07.648853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:07.649031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:07.649071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:07.649100] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:07.652456] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-12-15T20:24:07.652789] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-15T20:24:07.652920] [INFO ] [sig       ] HSBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:07.791558] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HSBC.txt
[2025-12-15T20:24:07.791773] [INFO ] [sig       ] [1588/3591] Completed HSBC in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:07.791817] [INFO ] [sig       ] [1589/3591] Forecasting HSCS...
[2025-12-15T20:24:07.791853] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-15T20:24:07.791886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-15T20:24:07.802458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-15T20:24:07.802817] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-15T20:24:07.803558] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-15T20:24:07.803632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:07.803665] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:07.803692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:07.803748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:07.859379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:07.860246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:07.860329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:07.860362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:07.970828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:07.970980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:07.971020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:07.971049] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:07.974285] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=38.28%)
[2025-12-15T20:24:07.974550] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-15T20:24:07.974687] [INFO ] [sig       ] HSCS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:08.117273] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HSCS.txt
[2025-12-15T20:24:08.117438] [INFO ] [sig       ] [1589/3591] Completed HSCS in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:08.117489] [INFO ] [sig       ] [1590/3591] Forecasting HSHP...
[2025-12-15T20:24:08.117519] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-15T20:24:08.117548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-15T20:24:08.130197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-15T20:24:08.130619] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-15T20:24:08.131389] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-15T20:24:08.131441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:08.131473] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:08.131499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:08.131555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:08.187943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:08.188826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:08.188918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:08.188974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:08.317177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:08.317329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:08.317369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:08.317399] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:08.321926] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-15T20:24:08.322239] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-15T20:24:08.322366] [INFO ] [sig       ] HSHP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:08.459934] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HSHP.txt
[2025-12-15T20:24:08.460083] [INFO ] [sig       ] [1590/3591] Completed HSHP in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:08.460124] [INFO ] [sig       ] [1591/3591] Forecasting HSIC...
[2025-12-15T20:24:08.460153] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-15T20:24:08.460182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-15T20:24:08.471182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-15T20:24:08.471528] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-15T20:24:08.472350] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-15T20:24:08.472404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:08.472437] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:08.472464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:08.472521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:08.528523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:08.529282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:08.529365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:08.529396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:08.652611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:08.652763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:08.652806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:08.652836] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:08.656279] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-12-15T20:24:08.656568] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-15T20:24:08.656716] [INFO ] [sig       ] HSIC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:08.802285] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HSIC.txt
[2025-12-15T20:24:08.802427] [INFO ] [sig       ] [1591/3591] Completed HSIC in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:08.802473] [INFO ] [sig       ] [1592/3591] Forecasting HSTM...
[2025-12-15T20:24:08.802504] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-15T20:24:08.802540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-15T20:24:08.813992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-15T20:24:08.814331] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-15T20:24:08.815121] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-15T20:24:08.815174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:08.815206] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:08.815233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:08.815295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:08.871599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:08.872393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:08.872474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:08.872510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:08.994931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:08.995062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:08.995109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:08.995158] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:08.998445] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=71.46%)
[2025-12-15T20:24:08.998731] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-15T20:24:08.998852] [INFO ] [sig       ] HSTM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:09.137004] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HSTM.txt
[2025-12-15T20:24:09.137148] [INFO ] [sig       ] [1592/3591] Completed HSTM in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:09.137200] [INFO ] [sig       ] [1593/3591] Forecasting HSY...
[2025-12-15T20:24:09.137232] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-15T20:24:09.137263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-15T20:24:09.147999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-15T20:24:09.148316] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-15T20:24:09.149130] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-15T20:24:09.149181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:09.149211] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:09.149237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:09.149296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:09.204275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:09.204944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:09.205024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:09.205058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:09.320936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:09.321080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:09.321119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:09.321148] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:09.324416] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-12-15T20:24:09.324702] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-15T20:24:09.324821] [INFO ] [sig       ] HSY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:09.462265] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HSY.txt
[2025-12-15T20:24:09.462482] [INFO ] [sig       ] [1593/3591] Completed HSY in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:09.462535] [INFO ] [sig       ] [1594/3591] Forecasting HTBK...
[2025-12-15T20:24:09.462587] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-15T20:24:09.462626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-15T20:24:09.476795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-15T20:24:09.477280] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-15T20:24:09.478260] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-15T20:24:09.478325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:09.478364] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:09.478404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:09.478481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:09.548969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:09.549938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:09.550033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:09.550097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:09.674260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:09.674418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:09.674459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:09.674490] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:09.677974] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-15T20:24:09.678278] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-15T20:24:09.678414] [INFO ] [sig       ] HTBK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:09.819278] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HTBK.txt
[2025-12-15T20:24:09.819417] [INFO ] [sig       ] [1594/3591] Completed HTBK in 0.4s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:09.819457] [INFO ] [sig       ] [1595/3591] Forecasting HTD...
[2025-12-15T20:24:09.819487] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-15T20:24:09.819518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-15T20:24:09.830431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-15T20:24:09.830758] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-15T20:24:09.831496] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-15T20:24:09.831547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:09.831599] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:09.831628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:09.831684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:09.886515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:09.887102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:09.887179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:09.887211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:10.004857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:10.004960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:10.004994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:10.005020] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:10.008509] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=75.44%)
[2025-12-15T20:24:10.008789] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-15T20:24:10.008908] [INFO ] [sig       ] HTD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:10.148093] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HTD.txt
[2025-12-15T20:24:10.148408] [INFO ] [sig       ] [1595/3591] Completed HTD in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:10.148447] [INFO ] [sig       ] [1596/3591] Forecasting HTGC...
[2025-12-15T20:24:10.148475] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-15T20:24:10.148503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-15T20:24:10.161157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-15T20:24:10.161682] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-15T20:24:10.162417] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-15T20:24:10.162467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:10.162499] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:10.162540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:10.162614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:10.219065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:10.219912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:10.219993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:10.220024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:10.344951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:10.345109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:10.345148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:10.345177] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:10.348673] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-15T20:24:10.348973] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-15T20:24:10.349100] [INFO ] [sig       ] HTGC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:10.492015] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HTGC.txt
[2025-12-15T20:24:10.492166] [INFO ] [sig       ] [1596/3591] Completed HTGC in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:10.492207] [INFO ] [sig       ] [1597/3591] Forecasting HTH...
[2025-12-15T20:24:10.492236] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-15T20:24:10.492266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-15T20:24:10.504274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-15T20:24:10.504690] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-15T20:24:10.505468] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-15T20:24:10.505520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:10.505552] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:10.505598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:10.505658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:10.562771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:10.563663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:10.563781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:10.563814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:10.680236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:10.680399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:10.680440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:10.680470] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:10.683922] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-15T20:24:10.684207] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-15T20:24:10.684334] [INFO ] [sig       ] HTH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:10.821490] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HTH.txt
[2025-12-15T20:24:10.821642] [INFO ] [sig       ] [1597/3591] Completed HTH in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:10.821684] [INFO ] [sig       ] [1598/3591] Forecasting HTLD...
[2025-12-15T20:24:10.821714] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-15T20:24:10.821744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-15T20:24:10.832807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-15T20:24:10.833138] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-15T20:24:10.833935] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-15T20:24:10.833986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:10.834018] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:10.834044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:10.834101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:10.888750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:10.889549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:10.889649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:10.889683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:11.006494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:11.006694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:11.006736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:11.006765] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:11.010206] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-15T20:24:11.010483] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-15T20:24:11.010628] [INFO ] [sig       ] HTLD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:11.146638] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HTLD.txt
[2025-12-15T20:24:11.146782] [INFO ] [sig       ] [1598/3591] Completed HTLD in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:11.146822] [INFO ] [sig       ] [1599/3591] Forecasting HTOO...
[2025-12-15T20:24:11.146852] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-15T20:24:11.146882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-15T20:24:11.157554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-15T20:24:11.157956] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-15T20:24:11.158751] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-15T20:24:11.158803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:11.158834] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:11.158859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:11.158915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:11.213467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:11.214187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:11.214267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:11.214300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:11.328207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:11.328368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:11.328407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:11.328436] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:11.331841] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-12-15T20:24:11.332123] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-15T20:24:11.332249] [INFO ] [sig       ] HTOO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:11.467940] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HTOO.txt
[2025-12-15T20:24:11.468078] [INFO ] [sig       ] [1599/3591] Completed HTOO in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-15T20:24:11.468122] [INFO ] [sig       ] [1600/3591] Forecasting HTZ...
[2025-12-15T20:24:11.468151] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-15T20:24:11.468188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-15T20:24:11.479351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-15T20:24:11.479740] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-15T20:24:11.480532] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-15T20:24:11.480603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:11.480637] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:11.480665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:11.480726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:11.539401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:11.540251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:11.540333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:11.540367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:11.659561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:11.659726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:11.659766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:11.659796] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:11.663079] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-12-15T20:24:11.663349] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-15T20:24:11.663467] [INFO ] [sig       ] HTZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:11.801767] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HTZ.txt
[2025-12-15T20:24:11.801934] [INFO ] [sig       ] [1600/3591] Completed HTZ in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-15T20:24:11.801976] [INFO ] [sig       ] [1601/3591] Forecasting HUBB...
[2025-12-15T20:24:11.802005] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-15T20:24:11.802039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-15T20:24:11.813610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-15T20:24:11.814010] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-15T20:24:11.814827] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-15T20:24:11.814879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:11.814912] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:11.814938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:11.814995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:11.876771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:11.877702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:11.877788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:11.877823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:12.001281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:12.001450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:12.001497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:12.001532] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:12.005643] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-15T20:24:12.005944] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-15T20:24:12.006074] [INFO ] [sig       ] HUBB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:12.146310] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HUBB.txt
[2025-12-15T20:24:12.146460] [INFO ] [sig       ] [1601/3591] Completed HUBB in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-15T20:24:12.146502] [INFO ] [sig       ] [1602/3591] Forecasting HUBG...
[2025-12-15T20:24:12.146532] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-15T20:24:12.146563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-15T20:24:12.157470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-15T20:24:12.157866] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-15T20:24:12.158654] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-15T20:24:12.158706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:12.158738] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:12.158765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:12.158821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:12.214923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:12.215704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:12.215783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:12.215816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:12.336350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:12.336506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:12.336546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:12.336593] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:12.340471] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=47.80%)
[2025-12-15T20:24:12.340793] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-15T20:24:12.340953] [INFO ] [sig       ] HUBG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:12.481728] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HUBG.txt
[2025-12-15T20:24:12.481883] [INFO ] [sig       ] [1602/3591] Completed HUBG in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-15T20:24:12.481923] [INFO ] [sig       ] [1603/3591] Forecasting HUBS...
[2025-12-15T20:24:12.481952] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-15T20:24:12.481983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-15T20:24:12.493499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-15T20:24:12.493907] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-15T20:24:12.494686] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-15T20:24:12.494737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:12.494768] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:12.494795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:12.494851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:12.552231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:12.553111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:12.553195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:12.553227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:12.682055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:12.682234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:12.682279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:12.682312] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:12.685862] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=63.42%)
[2025-12-15T20:24:12.686173] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-15T20:24:12.686306] [INFO ] [sig       ] HUBS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:12.827710] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HUBS.txt
[2025-12-15T20:24:12.827875] [INFO ] [sig       ] [1603/3591] Completed HUBS in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-15T20:24:12.827918] [INFO ] [sig       ] [1604/3591] Forecasting HUM...
[2025-12-15T20:24:12.827947] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-15T20:24:12.827977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-15T20:24:12.839718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-15T20:24:12.840115] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-15T20:24:12.840921] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-15T20:24:12.840973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:12.841031] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:12.841059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:12.841129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:12.900747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:12.901632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:12.901714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:12.901747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:13.030656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:13.030816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:13.030856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:13.030885] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:13.034629] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2025-12-15T20:24:13.034993] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-15T20:24:13.035138] [INFO ] [sig       ] HUM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:13.182665] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HUM.txt
[2025-12-15T20:24:13.182864] [INFO ] [sig       ] [1604/3591] Completed HUM in 0.4s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-15T20:24:13.182928] [INFO ] [sig       ] [1605/3591] Forecasting HUMA...
[2025-12-15T20:24:13.182974] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-15T20:24:13.183019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-15T20:24:13.202829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-15T20:24:13.203258] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-15T20:24:13.204073] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-15T20:24:13.204126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:13.204163] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:13.204192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:13.204249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:13.262737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:13.263630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:13.263717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:13.263751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:13.420763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:13.420968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:13.421040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:13.421095] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:13.426718] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-12-15T20:24:13.427234] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-15T20:24:13.427446] [INFO ] [sig       ] HUMA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:13.635381] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HUMA.txt
[2025-12-15T20:24:13.635650] [INFO ] [sig       ] [1605/3591] Completed HUMA in 0.5s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-15T20:24:13.635720] [INFO ] [sig       ] [1606/3591] Forecasting HUN...
[2025-12-15T20:24:13.635774] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-15T20:24:13.635826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-15T20:24:13.650870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-15T20:24:13.651408] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-15T20:24:13.652711] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-15T20:24:13.652790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:13.652841] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:13.652889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:13.652982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:13.739159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:13.740385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:13.740517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:13.740594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:13.908330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:13.908536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:13.908629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:13.908681] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:13.914799] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2025-12-15T20:24:13.915403] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-15T20:24:13.915645] [INFO ] [sig       ] HUN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:14.129524] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HUN.txt
[2025-12-15T20:24:14.129819] [INFO ] [sig       ] [1606/3591] Completed HUN in 0.5s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:14.129900] [INFO ] [sig       ] [1607/3591] Forecasting HURC...
[2025-12-15T20:24:14.129955] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-15T20:24:14.130006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-15T20:24:14.145635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-15T20:24:14.146083] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-15T20:24:14.147095] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-15T20:24:14.147150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:14.147182] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:14.147209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:14.147267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:14.208517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:14.209822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:14.209972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:14.210027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:14.377332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:14.377530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:14.377620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:14.377726] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:14.383415] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=25.46%)
[2025-12-15T20:24:14.383998] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-15T20:24:14.384208] [INFO ] [sig       ] HURC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:14.573055] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HURC.txt
[2025-12-15T20:24:14.573428] [INFO ] [sig       ] [1607/3591] Completed HURC in 0.4s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:14.573474] [INFO ] [sig       ] [1608/3591] Forecasting HURN...
[2025-12-15T20:24:14.573503] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-15T20:24:14.573534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-15T20:24:14.586792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-15T20:24:14.587236] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-15T20:24:14.588324] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-15T20:24:14.588379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:14.588412] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:14.588438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:14.588495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:14.646214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:14.647079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:14.647163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:14.647196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:14.773115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:14.773279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:14.773320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:14.773348] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:14.776911] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=37.14%)
[2025-12-15T20:24:14.777236] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-15T20:24:14.777375] [INFO ] [sig       ] HURN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:14.925268] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HURN.txt
[2025-12-15T20:24:14.925645] [INFO ] [sig       ] [1608/3591] Completed HURN in 0.4s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:14.925693] [INFO ] [sig       ] [1609/3591] Forecasting HUYA...
[2025-12-15T20:24:14.925734] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-15T20:24:14.925766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-15T20:24:14.937780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-15T20:24:14.938171] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-15T20:24:14.939107] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-15T20:24:14.939176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:14.939209] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:14.939237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:14.939294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:14.997050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:14.997917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:14.997997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:14.998030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:15.121660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:15.121813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:15.121853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:15.121896] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:15.125280] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-15T20:24:15.125566] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-15T20:24:15.125722] [INFO ] [sig       ] HUYA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:15.268902] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HUYA.txt
[2025-12-15T20:24:15.269077] [INFO ] [sig       ] [1609/3591] Completed HUYA in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:15.269122] [INFO ] [sig       ] [1610/3591] Forecasting HWC...
[2025-12-15T20:24:15.269153] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-15T20:24:15.269187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-15T20:24:15.280162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-15T20:24:15.280504] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-15T20:24:15.281265] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-15T20:24:15.281315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:15.281346] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:15.281372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:15.281428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:15.338498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:15.339201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:15.339280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:15.339312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:15.463454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:15.463620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:15.463659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:15.463688] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:15.466981] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=47.25%)
[2025-12-15T20:24:15.467245] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-15T20:24:15.467362] [INFO ] [sig       ] HWC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:15.607435] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HWC.txt
[2025-12-15T20:24:15.607565] [INFO ] [sig       ] [1610/3591] Completed HWC in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:15.607628] [INFO ] [sig       ] [1611/3591] Forecasting HWH...
[2025-12-15T20:24:15.607658] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-15T20:24:15.607687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-15T20:24:15.619057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-15T20:24:15.619468] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-15T20:24:15.620266] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-15T20:24:15.620328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:15.620364] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:15.620390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:15.620445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:15.676620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:15.677485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:15.677565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:15.677616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:15.807154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:15.807319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:15.807367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:15.807395] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:15.810785] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-15T20:24:15.811050] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-15T20:24:15.811170] [INFO ] [sig       ] HWH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:15.950622] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HWH.txt
[2025-12-15T20:24:15.950772] [INFO ] [sig       ] [1611/3591] Completed HWH in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:15.950813] [INFO ] [sig       ] [1612/3591] Forecasting HWKN...
[2025-12-15T20:24:15.950845] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-15T20:24:15.950874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-15T20:24:15.962072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-15T20:24:15.962379] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-15T20:24:15.963143] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-15T20:24:15.963194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:15.963225] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:15.963252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:15.963308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:16.018641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:16.019232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:16.019321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:16.019359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:16.136887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:16.137023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:16.137061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:16.137089] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:16.140417] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-15T20:24:16.140699] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-15T20:24:16.140819] [INFO ] [sig       ] HWKN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:16.296833] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HWKN.txt
[2025-12-15T20:24:16.296989] [INFO ] [sig       ] [1612/3591] Completed HWKN in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:16.297035] [INFO ] [sig       ] [1613/3591] Forecasting HWM...
[2025-12-15T20:24:16.297065] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-15T20:24:16.297096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-15T20:24:16.308248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-15T20:24:16.308651] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-15T20:24:16.309428] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-15T20:24:16.309480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:16.309512] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:16.309539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:16.309621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:16.365003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:16.365845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:16.365925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:16.365958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:16.485343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:16.485512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:16.485553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:16.485600] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:16.489075] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-15T20:24:16.489381] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-15T20:24:16.489515] [INFO ] [sig       ] HWM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:16.628085] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HWM.txt
[2025-12-15T20:24:16.628218] [INFO ] [sig       ] [1613/3591] Completed HWM in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:16.628258] [INFO ] [sig       ] [1614/3591] Forecasting HXL...
[2025-12-15T20:24:16.628288] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-15T20:24:16.628318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-15T20:24:16.639194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-15T20:24:16.639550] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-15T20:24:16.640308] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-15T20:24:16.640360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:16.640392] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:16.640420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:16.640477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:16.694672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:16.695424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:16.695531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:16.695565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:16.821164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:16.821328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:16.821368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:16.821396] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:16.824687] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=62.16%)
[2025-12-15T20:24:16.824965] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-15T20:24:16.825082] [INFO ] [sig       ] HXL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:16.963082] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HXL.txt
[2025-12-15T20:24:16.963206] [INFO ] [sig       ] [1614/3591] Completed HXL in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:16.963245] [INFO ] [sig       ] [1615/3591] Forecasting HY...
[2025-12-15T20:24:16.963279] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-15T20:24:16.963308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-15T20:24:16.974114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-15T20:24:16.974428] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-15T20:24:16.975197] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-15T20:24:16.975247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:16.975278] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:16.975304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:16.975361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:17.031209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:17.031923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:17.032006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:17.032038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:17.151261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:17.151424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:17.151462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:17.151491] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:17.154786] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-12-15T20:24:17.155055] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-15T20:24:17.155176] [INFO ] [sig       ] HY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:17.294260] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HY.txt
[2025-12-15T20:24:17.294427] [INFO ] [sig       ] [1615/3591] Completed HY in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:17.294466] [INFO ] [sig       ] [1616/3591] Forecasting HYFM...
[2025-12-15T20:24:17.294496] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-15T20:24:17.294525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-15T20:24:17.306321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-15T20:24:17.306893] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-15T20:24:17.307718] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-15T20:24:17.307768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:17.307801] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:17.307837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:17.307899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:17.367818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:17.368632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:17.368714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:17.368745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:17.485088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:17.485237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:17.485297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:17.485326] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:17.488638] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-15T20:24:17.488898] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-15T20:24:17.489058] [INFO ] [sig       ] HYFM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:17.627242] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HYFM.txt
[2025-12-15T20:24:17.627408] [INFO ] [sig       ] [1616/3591] Completed HYFM in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:17.627448] [INFO ] [sig       ] [1617/3591] Forecasting HYI...
[2025-12-15T20:24:17.627477] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-15T20:24:17.627506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-15T20:24:17.638425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-15T20:24:17.638811] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-15T20:24:17.639605] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-15T20:24:17.639657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:17.639690] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:17.639717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:17.639778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:17.701127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:17.702199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:17.702305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:17.702353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:17.831455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:17.831625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:17.831669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:17.831700] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:17.835146] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-12-15T20:24:17.835485] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-15T20:24:17.835651] [INFO ] [sig       ] HYI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:17.983660] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HYI.txt
[2025-12-15T20:24:17.983826] [INFO ] [sig       ] [1617/3591] Completed HYI in 0.4s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-15T20:24:17.983876] [INFO ] [sig       ] [1618/3591] Forecasting HYLS...
[2025-12-15T20:24:17.983925] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-15T20:24:17.983968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-15T20:24:17.996485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-15T20:24:17.996989] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-15T20:24:17.997885] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-15T20:24:17.997947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:17.997983] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:17.998011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:17.998070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:18.060675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:18.061600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:18.061704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:18.061738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:18.183548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:18.183739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:18.183789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:18.183828] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:18.187545] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-12-15T20:24:18.187898] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-15T20:24:18.188080] [INFO ] [sig       ] HYLS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:18.337181] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HYLS.txt
[2025-12-15T20:24:18.337328] [INFO ] [sig       ] [1618/3591] Completed HYLS in 0.4s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-15T20:24:18.337369] [INFO ] [sig       ] [1619/3591] Forecasting HYMC...
[2025-12-15T20:24:18.337399] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-15T20:24:18.337427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-15T20:24:18.349082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-15T20:24:18.349454] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-15T20:24:18.350223] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-15T20:24:18.350274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:18.350305] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:18.350332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:18.350386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:18.406407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:18.407166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:18.407246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:18.407280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:18.528098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:18.528263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:18.528305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:18.528335] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:18.531751] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-15T20:24:18.532035] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-15T20:24:18.532162] [INFO ] [sig       ] HYMC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:18.679415] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HYMC.txt
[2025-12-15T20:24:18.679557] [INFO ] [sig       ] [1619/3591] Completed HYMC in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-15T20:24:18.679616] [INFO ] [sig       ] [1620/3591] Forecasting HYXF...
[2025-12-15T20:24:18.679645] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-15T20:24:18.679673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-15T20:24:18.690615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-15T20:24:18.690954] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-15T20:24:18.691759] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-15T20:24:18.691809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:18.691855] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:18.691883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:18.691940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:18.753034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:18.753874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:18.753979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:18.754013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:18.864167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:18.864340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:18.864381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:18.864410] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:18.868140] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-15T20:24:18.868414] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-15T20:24:18.868549] [INFO ] [sig       ] HYXF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:19.012297] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/HYXF.txt
[2025-12-15T20:24:19.012643] [INFO ] [sig       ] [1620/3591] Completed HYXF in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-15T20:24:19.012684] [INFO ] [sig       ] [1621/3591] Forecasting HYZD...
[2025-12-15T20:24:19.012714] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-15T20:24:19.012742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-15T20:24:19.023956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-15T20:24:19.024273] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-15T20:24:19.025034] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-15T20:24:19.025085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:19.025140] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:19.025168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:19.025223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:19.081525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:19.082418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:19.082499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:19.082531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:19.206004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:19.206153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:19.206191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:19.206220] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:19.209867] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-12-15T20:24:19.210129] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-15T20:24:19.210248] [INFO ] [sig       ] HYZD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:19.349671] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HYZD.txt
[2025-12-15T20:24:19.349811] [INFO ] [sig       ] [1621/3591] Completed HYZD in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-15T20:24:19.349852] [INFO ] [sig       ] [1622/3591] Forecasting HZO...
[2025-12-15T20:24:19.349882] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-15T20:24:19.349912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-15T20:24:19.360681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-15T20:24:19.361062] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-15T20:24:19.361855] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-15T20:24:19.361917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:19.361948] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:19.361974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:19.362030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:19.417117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:19.417997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:19.418076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:19.418108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:19.537210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:19.537374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:19.537420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:19.537449] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:19.540845] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-12-15T20:24:19.541111] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-15T20:24:19.541238] [INFO ] [sig       ] HZO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:19.680892] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/HZO.txt
[2025-12-15T20:24:19.681029] [INFO ] [sig       ] [1622/3591] Completed HZO in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-15T20:24:19.681068] [INFO ] [sig       ] [1623/3591] Forecasting IAC...
[2025-12-15T20:24:19.681097] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-15T20:24:19.681127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-15T20:24:19.692541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-15T20:24:19.692925] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-15T20:24:19.693714] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-15T20:24:19.693765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:19.693797] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:19.693828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:19.693886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:19.750167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:19.750906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:19.750986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:19.751020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:19.878515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:19.878686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:19.878726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:19.878754] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:19.882154] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=21.08%)
[2025-12-15T20:24:19.882427] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-15T20:24:19.882549] [INFO ] [sig       ] IAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:20.019120] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IAC.txt
[2025-12-15T20:24:20.019274] [INFO ] [sig       ] [1623/3591] Completed IAC in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:20.019314] [INFO ] [sig       ] [1624/3591] Forecasting IAE...
[2025-12-15T20:24:20.019351] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-15T20:24:20.019385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-15T20:24:20.030222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-15T20:24:20.030550] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-15T20:24:20.031352] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-15T20:24:20.031404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:20.031436] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:20.031464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:20.031520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:20.087321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:20.088022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:20.088102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:20.088134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:20.200985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:20.201130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:20.201169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:20.201227] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:20.204516] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=79.52%)
[2025-12-15T20:24:20.204836] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-15T20:24:20.204968] [INFO ] [sig       ] IAE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:20.346790] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IAE.txt
[2025-12-15T20:24:20.346934] [INFO ] [sig       ] [1624/3591] Completed IAE in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:20.346983] [INFO ] [sig       ] [1625/3591] Forecasting IAG...
[2025-12-15T20:24:20.347030] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-15T20:24:20.347091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-15T20:24:20.358849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-15T20:24:20.359239] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-15T20:24:20.360033] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-15T20:24:20.360086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:20.360116] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:20.360144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:20.360201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:20.415698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:20.416403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:20.416490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:20.416524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:20.541306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:20.541452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:20.541497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:20.541525] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:20.545069] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=38.51%)
[2025-12-15T20:24:20.545344] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-15T20:24:20.545487] [INFO ] [sig       ] IAG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:20.690218] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IAG.txt
[2025-12-15T20:24:20.690358] [INFO ] [sig       ] [1625/3591] Completed IAG in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:20.690398] [INFO ] [sig       ] [1626/3591] Forecasting IAS...
[2025-12-15T20:24:20.690427] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-15T20:24:20.690456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-15T20:24:20.702049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-15T20:24:20.702451] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-15T20:24:20.703225] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-15T20:24:20.703277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:20.703308] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:20.703334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:20.703390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:20.760270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:20.761116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:20.761199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:20.761234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:20.882943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:20.883094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:20.883133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:20.883163] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:20.887019] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=61.86%)
[2025-12-15T20:24:20.887286] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-15T20:24:20.887413] [INFO ] [sig       ] IAS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:21.029273] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IAS.txt
[2025-12-15T20:24:21.029402] [INFO ] [sig       ] [1626/3591] Completed IAS in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:21.029444] [INFO ] [sig       ] [1627/3591] Forecasting IBB...
[2025-12-15T20:24:21.029473] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-15T20:24:21.029504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-15T20:24:21.040111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-15T20:24:21.040418] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-15T20:24:21.041195] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-15T20:24:21.041247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:21.041279] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:21.041306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:21.041364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:21.098414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:21.099072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:21.099152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:21.099186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:21.221594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:21.221751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:21.221792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:21.221837] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:21.225187] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-15T20:24:21.225503] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-15T20:24:21.225672] [INFO ] [sig       ] IBB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:21.366755] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBB.txt
[2025-12-15T20:24:21.366898] [INFO ] [sig       ] [1627/3591] Completed IBB in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:21.366945] [INFO ] [sig       ] [1628/3591] Forecasting IBBQ...
[2025-12-15T20:24:21.366978] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-15T20:24:21.367010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-15T20:24:21.378123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-15T20:24:21.378564] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-15T20:24:21.379425] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-15T20:24:21.379478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:21.379510] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:21.379538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:21.379612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:21.436112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:21.436971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:21.437056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:21.437091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:21.542018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:21.542170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:21.542210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:21.542239] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:21.545612] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-12-15T20:24:21.545883] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-15T20:24:21.546007] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:21.687894] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBBQ.txt
[2025-12-15T20:24:21.688030] [INFO ] [sig       ] [1628/3591] Completed IBBQ in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:21.688069] [INFO ] [sig       ] [1629/3591] Forecasting IBCP...
[2025-12-15T20:24:21.688099] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-15T20:24:21.688129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-15T20:24:21.698926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-15T20:24:21.699301] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-15T20:24:21.700063] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-15T20:24:21.700114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:21.700145] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:21.700171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:21.700227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:21.756875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:21.757787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:21.757868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:21.757904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:21.876494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:21.876665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:21.876707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:21.876737] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:21.880177] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-15T20:24:21.880454] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-15T20:24:21.880594] [INFO ] [sig       ] IBCP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:22.020081] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBCP.txt
[2025-12-15T20:24:22.020226] [INFO ] [sig       ] [1629/3591] Completed IBCP in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:22.020266] [INFO ] [sig       ] [1630/3591] Forecasting IBEX...
[2025-12-15T20:24:22.020295] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-15T20:24:22.020326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-15T20:24:22.031117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-15T20:24:22.031486] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-15T20:24:22.032260] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-15T20:24:22.032313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:22.032344] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:22.032371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:22.032427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:22.089518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:22.090458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:22.090552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:22.090607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:22.215719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:22.215874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:22.215916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:22.215945] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:22.219334] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-15T20:24:22.219639] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-15T20:24:22.219776] [INFO ] [sig       ] IBEX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:22.357770] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IBEX.txt
[2025-12-15T20:24:22.357910] [INFO ] [sig       ] [1630/3591] Completed IBEX in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:22.357950] [INFO ] [sig       ] [1631/3591] Forecasting IBM...
[2025-12-15T20:24:22.357980] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-15T20:24:22.358010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-15T20:24:22.368641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-15T20:24:22.369009] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-15T20:24:22.369806] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-15T20:24:22.369858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:22.369890] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:22.369918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:22.369990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:22.427138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:22.427955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:22.428066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:22.428101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:22.551841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:22.551994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:22.552035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:22.552063] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:22.555409] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-15T20:24:22.555712] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-15T20:24:22.555842] [INFO ] [sig       ] IBM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:22.698094] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBM.txt
[2025-12-15T20:24:22.698240] [INFO ] [sig       ] [1631/3591] Completed IBM in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:22.698281] [INFO ] [sig       ] [1632/3591] Forecasting IBN...
[2025-12-15T20:24:22.698310] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-15T20:24:22.698341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-15T20:24:22.710520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-15T20:24:22.710896] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-15T20:24:22.711906] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-15T20:24:22.711957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:22.711988] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:22.712014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:22.712069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:22.773520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:22.774530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:22.774651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:22.774693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:22.915601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:22.915756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:22.915796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:22.915826] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:22.920013] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-15T20:24:22.920381] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-15T20:24:22.920556] [INFO ] [sig       ] IBN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:23.070126] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IBN.txt
[2025-12-15T20:24:23.070269] [INFO ] [sig       ] [1632/3591] Completed IBN in 0.4s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:23.070311] [INFO ] [sig       ] [1633/3591] Forecasting IBOC...
[2025-12-15T20:24:23.070344] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-15T20:24:23.070376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-15T20:24:23.081457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-15T20:24:23.081880] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-15T20:24:23.082716] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-15T20:24:23.082784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:23.082817] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:23.082844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:23.082900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:23.141451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:23.142276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:23.142355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:23.142387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:23.261888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:23.262047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:23.262089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:23.262119] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:23.265771] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-15T20:24:23.266094] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-15T20:24:23.266229] [INFO ] [sig       ] IBOC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:23.404215] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IBOC.txt
[2025-12-15T20:24:23.404357] [INFO ] [sig       ] [1633/3591] Completed IBOC in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:23.404396] [INFO ] [sig       ] [1634/3591] Forecasting IBP...
[2025-12-15T20:24:23.404425] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-15T20:24:23.404457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-15T20:24:23.415716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-15T20:24:23.416061] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-15T20:24:23.416891] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-15T20:24:23.416946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:23.416979] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:23.417008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:23.417066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:23.475384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:23.476217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:23.476316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:23.476363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:23.603235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:23.603390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:23.603431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:23.603461] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:23.606810] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-12-15T20:24:23.607098] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-15T20:24:23.607230] [INFO ] [sig       ] IBP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:23.745147] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IBP.txt
[2025-12-15T20:24:23.745365] [INFO ] [sig       ] [1634/3591] Completed IBP in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:23.745419] [INFO ] [sig       ] [1635/3591] Forecasting IBRX...
[2025-12-15T20:24:23.745454] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-15T20:24:23.745486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-15T20:24:23.757325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-15T20:24:23.757753] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-15T20:24:23.758558] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-15T20:24:23.758634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:23.758668] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:23.758698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:23.758755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:23.821343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:23.822288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:23.822393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:23.822428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:23.938606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:23.938747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:23.938784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:23.938812] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:23.942085] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=58.69%)
[2025-12-15T20:24:23.942355] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-15T20:24:23.942480] [INFO ] [sig       ] IBRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:24.079850] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBRX.txt
[2025-12-15T20:24:24.079966] [INFO ] [sig       ] [1635/3591] Completed IBRX in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-15T20:24:24.080004] [INFO ] [sig       ] [1636/3591] Forecasting IBTF...
[2025-12-15T20:24:24.080033] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-15T20:24:24.080063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-15T20:24:24.090894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-15T20:24:24.091204] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-15T20:24:24.091973] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-15T20:24:24.092023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:24.092054] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:24.092081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:24.092136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:24.147555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:24.148153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:24.148228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:24.148260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:24.256691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:24.256802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:24.256838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:24.256866] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:24.259995] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-12-15T20:24:24.260254] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-15T20:24:24.260380] [INFO ] [sig       ] IBTF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:24.397098] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IBTF.txt
[2025-12-15T20:24:24.397230] [INFO ] [sig       ] [1636/3591] Completed IBTF in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-15T20:24:24.397270] [INFO ] [sig       ] [1637/3591] Forecasting IBTG...
[2025-12-15T20:24:24.397299] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-15T20:24:24.397328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-15T20:24:24.408055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-15T20:24:24.408351] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-15T20:24:24.409164] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-15T20:24:24.409214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:24.409245] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:24.409271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:24.409327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:24.464040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:24.464656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:24.464734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:24.464766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:24.585732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:24.585890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:24.585930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:24.585959] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:24.589675] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=76.95%)
[2025-12-15T20:24:24.589947] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-15T20:24:24.590065] [INFO ] [sig       ] IBTG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:24.728653] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBTG.txt
[2025-12-15T20:24:24.728765] [INFO ] [sig       ] [1637/3591] Completed IBTG in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-15T20:24:24.728802] [INFO ] [sig       ] [1638/3591] Forecasting IBTH...
[2025-12-15T20:24:24.728831] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-15T20:24:24.728860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-15T20:24:24.739754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-15T20:24:24.740051] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-15T20:24:24.740870] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-15T20:24:24.740921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:24.740978] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:24.741005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:24.741062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:24.796741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:24.797334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:24.797423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:24.797461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:24.914158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:24.914288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:24.914327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:24.914355] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:24.917633] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2025-12-15T20:24:24.917913] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-15T20:24:24.918030] [INFO ] [sig       ] IBTH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:25.056941] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBTH.txt
[2025-12-15T20:24:25.057058] [INFO ] [sig       ] [1638/3591] Completed IBTH in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-15T20:24:25.057096] [INFO ] [sig       ] [1639/3591] Forecasting IBTI...
[2025-12-15T20:24:25.057124] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-15T20:24:25.057155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-15T20:24:25.068042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-15T20:24:25.068359] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-15T20:24:25.069240] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-15T20:24:25.069295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:25.069328] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:25.069360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:25.069430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:25.125074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:25.125717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:25.125792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:25.125824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:25.247697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:25.247795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:25.247832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:25.247859] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:25.251000] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-15T20:24:25.251257] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-15T20:24:25.251373] [INFO ] [sig       ] IBTI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:25.394164] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IBTI.txt
[2025-12-15T20:24:25.394310] [INFO ] [sig       ] [1639/3591] Completed IBTI in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-15T20:24:25.394353] [INFO ] [sig       ] [1640/3591] Forecasting IBTJ...
[2025-12-15T20:24:25.394383] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-15T20:24:25.394416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-15T20:24:25.405846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-15T20:24:25.406157] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-15T20:24:25.407118] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-15T20:24:25.407168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:25.407200] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:25.407226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:25.407282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:25.464408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:25.465043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:25.465117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:25.465148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:25.584106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:25.584278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:25.584318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:25.584346] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:25.587619] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-15T20:24:25.587880] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-15T20:24:25.588000] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:25.724595] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IBTJ.txt
[2025-12-15T20:24:25.724714] [INFO ] [sig       ] [1640/3591] Completed IBTJ in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-15T20:24:25.724752] [INFO ] [sig       ] [1641/3591] Forecasting IBTK...
[2025-12-15T20:24:25.724780] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-15T20:24:25.724811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-15T20:24:25.735439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-15T20:24:25.735769] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-15T20:24:25.736528] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-15T20:24:25.736621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:25.736655] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:25.736681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:25.736737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:25.796170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:25.796913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:25.796998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:25.797031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:25.917253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:25.917363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:25.917397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:25.917465] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:25.920642] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-12-15T20:24:25.920898] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-15T20:24:25.921014] [INFO ] [sig       ] IBTK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:26.059118] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IBTK.txt
[2025-12-15T20:24:26.059274] [INFO ] [sig       ] [1641/3591] Completed IBTK in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:26.059323] [INFO ] [sig       ] [1642/3591] Forecasting IBTL...
[2025-12-15T20:24:26.059354] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-15T20:24:26.059385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-15T20:24:26.071814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-15T20:24:26.072252] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-15T20:24:26.073118] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-15T20:24:26.073174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:26.073208] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:26.073236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:26.073294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:26.131587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:26.132467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:26.132553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:26.132605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:26.260804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:26.260958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:26.260997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:26.261026] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:26.264331] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=77.84%)
[2025-12-15T20:24:26.264635] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-15T20:24:26.264761] [INFO ] [sig       ] IBTL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:26.405120] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBTL.txt
[2025-12-15T20:24:26.405262] [INFO ] [sig       ] [1642/3591] Completed IBTL in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:26.405302] [INFO ] [sig       ] [1643/3591] Forecasting IBTM...
[2025-12-15T20:24:26.405332] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-15T20:24:26.405362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-15T20:24:26.416386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-15T20:24:26.416751] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-15T20:24:26.417505] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-15T20:24:26.417556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:26.417609] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:26.417638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:26.417694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:26.472685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:26.473406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:26.473485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:26.473518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:26.592342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:26.592492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:26.592531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:26.592561] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:26.595842] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-15T20:24:26.596111] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-15T20:24:26.596230] [INFO ] [sig       ] IBTM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:26.740439] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBTM.txt
[2025-12-15T20:24:26.740614] [INFO ] [sig       ] [1643/3591] Completed IBTM in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:26.740657] [INFO ] [sig       ] [1644/3591] Forecasting IBTO...
[2025-12-15T20:24:26.740688] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-15T20:24:26.740718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-15T20:24:26.751633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-15T20:24:26.751971] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-15T20:24:26.752751] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-15T20:24:26.752816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:26.752848] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:26.752874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:26.752930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:26.808787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:26.809631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:26.809712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:26.809744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:26.933094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:26.933243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:26.933283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:26.933311] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:26.936622] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-15T20:24:26.936891] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-15T20:24:26.937013] [INFO ] [sig       ] IBTO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:27.082059] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IBTO.txt
[2025-12-15T20:24:27.082204] [INFO ] [sig       ] [1644/3591] Completed IBTO in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:27.082244] [INFO ] [sig       ] [1645/3591] Forecasting ICE...
[2025-12-15T20:24:27.082274] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-15T20:24:27.082304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-15T20:24:27.093901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-15T20:24:27.094261] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-15T20:24:27.095157] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-15T20:24:27.095210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:27.095241] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:27.095268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:27.095326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:27.153091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:27.153909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:27.153990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:27.154023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:27.274603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:27.274763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:27.274802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:27.274830] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:27.278066] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=44.65%)
[2025-12-15T20:24:27.278329] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-15T20:24:27.278454] [INFO ] [sig       ] ICE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:27.415072] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ICE.txt
[2025-12-15T20:24:27.415204] [INFO ] [sig       ] [1645/3591] Completed ICE in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:27.415243] [INFO ] [sig       ] [1646/3591] Forecasting ICFI...
[2025-12-15T20:24:27.415290] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-15T20:24:27.415320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-15T20:24:27.426191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-15T20:24:27.426514] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-15T20:24:27.427264] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-15T20:24:27.427316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:27.427346] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:27.427373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:27.427435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:27.483014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:27.483674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:27.483751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:27.483783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:27.605633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:27.605791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:27.605833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:27.605861] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:27.609226] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-15T20:24:27.609494] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-15T20:24:27.609632] [INFO ] [sig       ] ICFI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:27.750765] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ICFI.txt
[2025-12-15T20:24:27.750911] [INFO ] [sig       ] [1646/3591] Completed ICFI in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:27.750951] [INFO ] [sig       ] [1647/3591] Forecasting ICL...
[2025-12-15T20:24:27.750982] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-15T20:24:27.751011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-15T20:24:27.761963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-15T20:24:27.762280] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-15T20:24:27.763029] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-15T20:24:27.763079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:27.763110] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:27.763136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:27.763191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:27.819345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:27.820063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:27.820139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:27.820171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:27.944191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:27.944349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:27.944387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:27.944415] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:27.947676] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-15T20:24:27.947937] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-15T20:24:27.948058] [INFO ] [sig       ] ICL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:28.083742] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ICL.txt
[2025-12-15T20:24:28.083872] [INFO ] [sig       ] [1647/3591] Completed ICL in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:28.083917] [INFO ] [sig       ] [1648/3591] Forecasting ICLN...
[2025-12-15T20:24:28.083949] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-15T20:24:28.083977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-15T20:24:28.095632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-15T20:24:28.096066] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-15T20:24:28.096866] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-15T20:24:28.096917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:28.096949] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:28.096987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:28.097073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:28.155817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:28.156745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:28.156871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:28.156905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:28.285770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:28.285928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:28.285968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:28.285996] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:28.289328] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2025-12-15T20:24:28.289627] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-15T20:24:28.289753] [INFO ] [sig       ] ICLN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:28.432775] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ICLN.txt
[2025-12-15T20:24:28.432951] [INFO ] [sig       ] [1648/3591] Completed ICLN in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:28.433001] [INFO ] [sig       ] [1649/3591] Forecasting ICMB...
[2025-12-15T20:24:28.433037] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-15T20:24:28.433068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-15T20:24:28.444929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-15T20:24:28.445351] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-15T20:24:28.446174] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-15T20:24:28.446227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:28.446260] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:28.446288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:28.446345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:28.503402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:28.504312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:28.504393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:28.504425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:28.617730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:28.617911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:28.617963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:28.617996] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:28.621999] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-15T20:24:28.622270] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-15T20:24:28.622419] [INFO ] [sig       ] ICMB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:28.760299] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ICMB.txt
[2025-12-15T20:24:28.760449] [INFO ] [sig       ] [1649/3591] Completed ICMB in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:28.760492] [INFO ] [sig       ] [1650/3591] Forecasting ICOP...
[2025-12-15T20:24:28.760524] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-15T20:24:28.760558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-15T20:24:28.774240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-15T20:24:28.774698] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-15T20:24:28.775493] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-15T20:24:28.775549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:28.775600] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:28.775629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:28.775684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:28.845425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:28.846313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:28.846397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:28.846430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:28.963009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:28.963159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:28.963199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:28.963230] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:28.966743] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-15T20:24:28.967025] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-15T20:24:28.967154] [INFO ] [sig       ] ICOP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:29.113971] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ICOP.txt
[2025-12-15T20:24:29.114144] [INFO ] [sig       ] [1650/3591] Completed ICOP in 0.4s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:29.114192] [INFO ] [sig       ] [1651/3591] Forecasting ICUI...
[2025-12-15T20:24:29.114223] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-15T20:24:29.114252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-15T20:24:29.125779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-15T20:24:29.126147] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-15T20:24:29.126943] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-15T20:24:29.126993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:29.127026] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:29.127054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:29.127111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:29.186326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:29.187188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:29.187271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:29.187305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:29.308195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:29.308347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:29.308404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:29.308435] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:29.312028] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-15T20:24:29.312300] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-15T20:24:29.312437] [INFO ] [sig       ] ICUI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:29.454359] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ICUI.txt
[2025-12-15T20:24:29.454513] [INFO ] [sig       ] [1651/3591] Completed ICUI in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:29.454553] [INFO ] [sig       ] [1652/3591] Forecasting IDA...
[2025-12-15T20:24:29.454604] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-15T20:24:29.454635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-15T20:24:29.465708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-15T20:24:29.466058] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-15T20:24:29.466881] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-15T20:24:29.466934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:29.466967] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:29.466994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:29.467051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:29.525720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:29.526432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:29.526514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:29.526547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:29.648346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:29.648506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:29.648550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:29.648605] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:29.652069] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-15T20:24:29.652367] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-15T20:24:29.652500] [INFO ] [sig       ] IDA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:29.802506] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IDA.txt
[2025-12-15T20:24:29.802687] [INFO ] [sig       ] [1652/3591] Completed IDA in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-15T20:24:29.802731] [INFO ] [sig       ] [1653/3591] Forecasting IDAI...
[2025-12-15T20:24:29.802763] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-15T20:24:29.802794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-15T20:24:29.813870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-15T20:24:29.814224] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-15T20:24:29.815068] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-15T20:24:29.815120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:29.815153] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:29.815180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:29.815236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:29.873326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:29.874041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:29.874123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:29.874156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:29.996589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:29.996737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:29.996779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:29.996808] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:30.000129] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=56.25%)
[2025-12-15T20:24:30.000404] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-15T20:24:30.000538] [INFO ] [sig       ] IDAI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:30.139684] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IDAI.txt
[2025-12-15T20:24:30.139834] [INFO ] [sig       ] [1653/3591] Completed IDAI in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-15T20:24:30.139876] [INFO ] [sig       ] [1654/3591] Forecasting IDCC...
[2025-12-15T20:24:30.139905] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-15T20:24:30.139935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-15T20:24:30.151044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-15T20:24:30.151394] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-15T20:24:30.152174] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-15T20:24:30.152227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:30.152260] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:30.152287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:30.152344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:30.207853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:30.208456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:30.208529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:30.208561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:30.327253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:30.327401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:30.327441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:30.327470] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:30.330863] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=68.43%)
[2025-12-15T20:24:30.331130] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-15T20:24:30.331251] [INFO ] [sig       ] IDCC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:30.470595] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IDCC.txt
[2025-12-15T20:24:30.470730] [INFO ] [sig       ] [1654/3591] Completed IDCC in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-15T20:24:30.470770] [INFO ] [sig       ] [1655/3591] Forecasting IDE...
[2025-12-15T20:24:30.470801] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-15T20:24:30.470832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-15T20:24:30.481997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-15T20:24:30.482345] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-15T20:24:30.483145] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-15T20:24:30.483197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:30.483269] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:30.483300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:30.483357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:30.545544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:30.546421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:30.546502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:30.546536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:30.666503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:30.666674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:30.666716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:30.666757] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:30.670238] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=63.75%)
[2025-12-15T20:24:30.670509] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-15T20:24:30.670653] [INFO ] [sig       ] IDE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:30.814387] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IDE.txt
[2025-12-15T20:24:30.814528] [INFO ] [sig       ] [1655/3591] Completed IDE in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-15T20:24:30.814599] [INFO ] [sig       ] [1656/3591] Forecasting IDN...
[2025-12-15T20:24:30.814641] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-15T20:24:30.814679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-15T20:24:30.826290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-15T20:24:30.826652] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-15T20:24:30.827436] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-15T20:24:30.827488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:30.827519] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:30.827548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:30.827628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:30.883974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:30.884664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:30.884764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:30.884801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:31.001796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:31.001958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:31.001996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:31.002024] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:31.005589] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-15T20:24:31.005920] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-15T20:24:31.006053] [INFO ] [sig       ] IDN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:31.146808] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IDN.txt
[2025-12-15T20:24:31.146939] [INFO ] [sig       ] [1656/3591] Completed IDN in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-15T20:24:31.146979] [INFO ] [sig       ] [1657/3591] Forecasting IDXX...
[2025-12-15T20:24:31.147009] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-15T20:24:31.147040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-15T20:24:31.157867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-15T20:24:31.158267] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-15T20:24:31.159096] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-15T20:24:31.159150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:31.159183] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:31.159210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:31.159266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:31.214953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:31.215564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:31.215659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:31.215692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:31.334068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:31.334217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:31.334255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:31.334282] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:31.337538] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-12-15T20:24:31.337840] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-15T20:24:31.337965] [INFO ] [sig       ] IDXX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:31.478023] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IDXX.txt
[2025-12-15T20:24:31.478163] [INFO ] [sig       ] [1657/3591] Completed IDXX in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-15T20:24:31.478203] [INFO ] [sig       ] [1658/3591] Forecasting IDYA...
[2025-12-15T20:24:31.478235] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-15T20:24:31.478266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-15T20:24:31.489463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-15T20:24:31.489867] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-15T20:24:31.490660] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-15T20:24:31.490713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:31.490745] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:31.490772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:31.490828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:31.547741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:31.548447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:31.548530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:31.548564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:31.673139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:31.673292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:31.673333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:31.673398] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:31.677021] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-15T20:24:31.677302] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-15T20:24:31.677434] [INFO ] [sig       ] IDYA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:31.820998] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IDYA.txt
[2025-12-15T20:24:31.821154] [INFO ] [sig       ] [1658/3591] Completed IDYA in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:31.821194] [INFO ] [sig       ] [1659/3591] Forecasting IEF...
[2025-12-15T20:24:31.821230] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-15T20:24:31.821263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-15T20:24:31.831819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-15T20:24:31.832118] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-15T20:24:31.832924] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-15T20:24:31.832976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:31.833006] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:31.833033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:31.833089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:31.889248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:31.889934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:31.890013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:31.890044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:32.010543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:32.010706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:32.010744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:32.010773] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:32.014063] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=16.49%)
[2025-12-15T20:24:32.014330] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-15T20:24:32.014450] [INFO ] [sig       ] IEF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:32.152105] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IEF.txt
[2025-12-15T20:24:32.152227] [INFO ] [sig       ] [1659/3591] Completed IEF in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:32.152267] [INFO ] [sig       ] [1660/3591] Forecasting IEI...
[2025-12-15T20:24:32.152295] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-15T20:24:32.152324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-15T20:24:32.163513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-15T20:24:32.163833] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-15T20:24:32.164610] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-15T20:24:32.164661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:32.164692] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:32.164718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:32.164775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:32.219661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:32.220249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:32.220325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:32.220357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:32.348721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:32.348871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:32.348911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:32.348956] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:32.352197] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-15T20:24:32.352467] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-15T20:24:32.352602] [INFO ] [sig       ] IEI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:32.493381] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IEI.txt
[2025-12-15T20:24:32.493496] [INFO ] [sig       ] [1660/3591] Completed IEI in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:32.493535] [INFO ] [sig       ] [1661/3591] Forecasting IEP...
[2025-12-15T20:24:32.493564] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-15T20:24:32.493616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-15T20:24:32.504177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-15T20:24:32.504492] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-15T20:24:32.505337] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-15T20:24:32.505388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:32.505420] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:32.505455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:32.505520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:32.562915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:32.563499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:32.563613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:32.563657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:32.684194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:32.684333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:32.684371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:32.684399] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:32.687716] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-12-15T20:24:32.687983] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-15T20:24:32.688103] [INFO ] [sig       ] IEP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:32.826132] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IEP.txt
[2025-12-15T20:24:32.826250] [INFO ] [sig       ] [1661/3591] Completed IEP in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:32.826289] [INFO ] [sig       ] [1662/3591] Forecasting IESC...
[2025-12-15T20:24:32.826318] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-15T20:24:32.826347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-15T20:24:32.837397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-15T20:24:32.837709] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-15T20:24:32.838437] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-15T20:24:32.838488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:32.838519] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:32.838546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:32.838624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:32.894473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:32.895076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:32.895153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:32.895184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:33.015292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:33.015446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:33.015489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:33.015534] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:33.018817] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=21.16%)
[2025-12-15T20:24:33.019111] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-15T20:24:33.019235] [INFO ] [sig       ] IESC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:33.164184] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IESC.txt
[2025-12-15T20:24:33.164351] [INFO ] [sig       ] [1662/3591] Completed IESC in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:33.164392] [INFO ] [sig       ] [1663/3591] Forecasting IEX...
[2025-12-15T20:24:33.164422] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-15T20:24:33.164452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-15T20:24:33.175415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-15T20:24:33.175808] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-15T20:24:33.176564] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-15T20:24:33.176634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:33.176665] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:33.176691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:33.176747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:33.234163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:33.235041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:33.235125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:33.235159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:33.352453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:33.352618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:33.352658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:33.352686] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:33.355929] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-15T20:24:33.356197] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-15T20:24:33.356316] [INFO ] [sig       ] IEX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:33.495932] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IEX.txt
[2025-12-15T20:24:33.496051] [INFO ] [sig       ] [1663/3591] Completed IEX in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:33.496091] [INFO ] [sig       ] [1664/3591] Forecasting IFF...
[2025-12-15T20:24:33.496121] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-15T20:24:33.496152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-15T20:24:33.506998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-15T20:24:33.507316] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-15T20:24:33.508092] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-15T20:24:33.508144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:33.508176] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:33.508202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:33.508260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:33.565700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:33.566334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:33.566411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:33.566458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:33.689857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:33.689995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:33.690034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:33.690062] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:33.693372] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2025-12-15T20:24:33.693662] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-15T20:24:33.693780] [INFO ] [sig       ] IFF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:33.836909] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IFF.txt
[2025-12-15T20:24:33.837067] [INFO ] [sig       ] [1664/3591] Completed IFF in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:33.837107] [INFO ] [sig       ] [1665/3591] Forecasting IFN...
[2025-12-15T20:24:33.837138] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-15T20:24:33.837167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-15T20:24:33.849175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-15T20:24:33.849505] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-15T20:24:33.850325] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-15T20:24:33.850377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:33.850408] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:33.850435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:33.850490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:33.905909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:33.906489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:33.906609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:33.906651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:34.021873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:34.022021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:34.022060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:34.022088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:34.025430] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-12-15T20:24:34.025719] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-15T20:24:34.025838] [INFO ] [sig       ] IFN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:34.165945] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IFN.txt
[2025-12-15T20:24:34.166101] [INFO ] [sig       ] [1665/3591] Completed IFN in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:34.166142] [INFO ] [sig       ] [1666/3591] Forecasting IFS...
[2025-12-15T20:24:34.166172] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-15T20:24:34.166204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-15T20:24:34.177683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-15T20:24:34.178080] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-15T20:24:34.178896] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-15T20:24:34.178967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:34.179001] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:34.179028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:34.179101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:34.238415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:34.239503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:34.239606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:34.239642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:34.360911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:34.361063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:34.361102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:34.361132] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:34.364456] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-15T20:24:34.364787] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-15T20:24:34.364910] [INFO ] [sig       ] IFS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:34.510290] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IFS.txt
[2025-12-15T20:24:34.510418] [INFO ] [sig       ] [1666/3591] Completed IFS in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:34.510467] [INFO ] [sig       ] [1667/3591] Forecasting IGA...
[2025-12-15T20:24:34.510498] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-15T20:24:34.510528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-15T20:24:34.522370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-15T20:24:34.522836] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-15T20:24:34.523856] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-15T20:24:34.523919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:34.523964] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:34.524003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:34.524085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:34.585986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:34.586924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:34.587007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:34.587039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:34.703104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:34.703258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:34.703299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:34.703327] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:34.706709] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-12-15T20:24:34.707001] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-15T20:24:34.707125] [INFO ] [sig       ] IGA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:34.847298] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IGA.txt
[2025-12-15T20:24:34.847468] [INFO ] [sig       ] [1667/3591] Completed IGA in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:34.847508] [INFO ] [sig       ] [1668/3591] Forecasting IGD...
[2025-12-15T20:24:34.847538] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-15T20:24:34.847585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-15T20:24:34.858839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-15T20:24:34.859282] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-15T20:24:34.860112] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-15T20:24:34.860184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:34.860216] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:34.860243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:34.860299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:34.916700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:34.917550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:34.917654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:34.917686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:35.033030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:35.033165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:35.033203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:35.033232] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:35.036436] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-12-15T20:24:35.036720] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-15T20:24:35.036839] [INFO ] [sig       ] IGD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:35.174563] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IGD.txt
[2025-12-15T20:24:35.174746] [INFO ] [sig       ] [1668/3591] Completed IGD in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:35.174788] [INFO ] [sig       ] [1669/3591] Forecasting IGF...
[2025-12-15T20:24:35.174818] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-15T20:24:35.174849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-15T20:24:35.186047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-15T20:24:35.186484] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-15T20:24:35.187302] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-15T20:24:35.187354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:35.187386] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:35.187412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:35.187468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:35.243652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:35.244475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:35.244560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:35.244619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:35.365049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:35.365212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:35.365253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:35.365283] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:35.368788] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=55.30%)
[2025-12-15T20:24:35.369109] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-15T20:24:35.369245] [INFO ] [sig       ] IGF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:35.509710] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IGF.txt
[2025-12-15T20:24:35.509876] [INFO ] [sig       ] [1669/3591] Completed IGF in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-15T20:24:35.509916] [INFO ] [sig       ] [1670/3591] Forecasting IGI...
[2025-12-15T20:24:35.509946] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-15T20:24:35.509979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-15T20:24:35.521565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-15T20:24:35.521985] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-15T20:24:35.522777] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-15T20:24:35.522828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:35.522859] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:35.522886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:35.522942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:35.579589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:35.580439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:35.580523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:35.580557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:35.683965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:35.684117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:35.684156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:35.684184] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:35.687615] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-15T20:24:35.687896] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-15T20:24:35.688020] [INFO ] [sig       ] IGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:35.830408] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IGI.txt
[2025-12-15T20:24:35.830567] [INFO ] [sig       ] [1670/3591] Completed IGI in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-15T20:24:35.830639] [INFO ] [sig       ] [1671/3591] Forecasting IGIB...
[2025-12-15T20:24:35.830677] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-15T20:24:35.830712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-15T20:24:35.842797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-15T20:24:35.843368] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-15T20:24:35.844191] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-15T20:24:35.844245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:35.844278] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:35.844304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:35.844361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:35.903174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:35.904071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:35.904155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:35.904188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:36.030393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:36.030599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:36.030655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:36.030693] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:36.034227] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=45.04%)
[2025-12-15T20:24:36.034535] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-15T20:24:36.034690] [INFO ] [sig       ] IGIB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:36.179516] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IGIB.txt
[2025-12-15T20:24:36.179690] [INFO ] [sig       ] [1671/3591] Completed IGIB in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-15T20:24:36.179751] [INFO ] [sig       ] [1672/3591] Forecasting IGIC...
[2025-12-15T20:24:36.179799] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-15T20:24:36.179834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-15T20:24:36.191779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-15T20:24:36.192251] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-15T20:24:36.193115] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-15T20:24:36.193177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:36.193240] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:36.193270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:36.193329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:36.249317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:36.250271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:36.250356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:36.250388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:36.371965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:36.372139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:36.372197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:36.372235] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:36.376040] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-15T20:24:36.376339] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-15T20:24:36.376471] [INFO ] [sig       ] IGIC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:36.527237] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IGIC.txt
[2025-12-15T20:24:36.527389] [INFO ] [sig       ] [1672/3591] Completed IGIC in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-15T20:24:36.527441] [INFO ] [sig       ] [1673/3591] Forecasting IGSB...
[2025-12-15T20:24:36.527486] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-15T20:24:36.527533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-15T20:24:36.538839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-15T20:24:36.539299] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-15T20:24:36.540546] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-15T20:24:36.540635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:36.540693] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:36.540745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:36.540847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:36.598430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:36.599391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:36.599480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:36.599513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:36.725257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:36.725409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:36.725447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:36.725475] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:36.728806] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=80.01%)
[2025-12-15T20:24:36.729149] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-15T20:24:36.729281] [INFO ] [sig       ] IGSB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:36.871043] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IGSB.txt
[2025-12-15T20:24:36.871220] [INFO ] [sig       ] [1673/3591] Completed IGSB in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-15T20:24:36.871266] [INFO ] [sig       ] [1674/3591] Forecasting IHD...
[2025-12-15T20:24:36.871296] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-15T20:24:36.871324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-15T20:24:36.882951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-15T20:24:36.883363] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-15T20:24:36.884158] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-15T20:24:36.884210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:36.884242] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:36.884269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:36.884325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:36.940989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:36.941843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:36.941927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:36.941959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:37.058369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:37.058524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:37.058562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:37.058614] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:37.062098] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-12-15T20:24:37.062387] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-15T20:24:37.062514] [INFO ] [sig       ] IHD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:37.200546] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IHD.txt
[2025-12-15T20:24:37.200702] [INFO ] [sig       ] [1674/3591] Completed IHD in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-15T20:24:37.200743] [INFO ] [sig       ] [1675/3591] Forecasting IHG...
[2025-12-15T20:24:37.200772] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-15T20:24:37.200801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-15T20:24:37.215992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-15T20:24:37.216500] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-15T20:24:37.217598] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-15T20:24:37.217663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:37.217712] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:37.217750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:37.217832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:37.281641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:37.282517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:37.282624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:37.282663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:37.403283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:37.403436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:37.403515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:37.403597] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:37.406901] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-12-15T20:24:37.407166] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-15T20:24:37.407287] [INFO ] [sig       ] IHG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:37.547686] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IHG.txt
[2025-12-15T20:24:37.547853] [INFO ] [sig       ] [1675/3591] Completed IHG in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-15T20:24:37.547894] [INFO ] [sig       ] [1676/3591] Forecasting IHS...
[2025-12-15T20:24:37.547926] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-15T20:24:37.547956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-15T20:24:37.559237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-15T20:24:37.559641] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-15T20:24:37.560401] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-15T20:24:37.560452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:37.560483] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:37.560510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:37.560566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:37.616680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:37.617542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:37.617649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:37.617682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:37.737114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:37.737264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:37.737302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:37.737330] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:37.740762] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-15T20:24:37.741057] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-15T20:24:37.741180] [INFO ] [sig       ] IHS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:37.882879] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IHS.txt
[2025-12-15T20:24:37.883033] [INFO ] [sig       ] [1676/3591] Completed IHS in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:37.883074] [INFO ] [sig       ] [1677/3591] Forecasting IIF...
[2025-12-15T20:24:37.883103] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-15T20:24:37.883133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-15T20:24:37.894618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-15T20:24:37.895059] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-15T20:24:37.895900] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-15T20:24:37.895953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:37.895984] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:37.896010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:37.896066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:37.950996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:37.951913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:37.951995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:37.952027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:38.068954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:38.069115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:38.069155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:38.069185] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:38.072776] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-15T20:24:38.073156] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-15T20:24:38.073304] [INFO ] [sig       ] IIF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:38.212891] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IIF.txt
[2025-12-15T20:24:38.213022] [INFO ] [sig       ] [1677/3591] Completed IIF in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:38.213061] [INFO ] [sig       ] [1678/3591] Forecasting III...
[2025-12-15T20:24:38.213091] [INFO ] [sig       ] Generating forecast for: III
[2025-12-15T20:24:38.213122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-15T20:24:38.223962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-15T20:24:38.224297] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-15T20:24:38.225093] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-15T20:24:38.225144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:38.225175] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:38.225201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:38.225256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:38.282557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:38.283259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:38.283338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:38.283370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:38.400093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:38.400242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:38.400281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:38.400310] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:38.403596] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-12-15T20:24:38.403861] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-15T20:24:38.403982] [INFO ] [sig       ] III: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:38.542665] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/III.txt
[2025-12-15T20:24:38.542792] [INFO ] [sig       ] [1678/3591] Completed III in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:38.542832] [INFO ] [sig       ] [1679/3591] Forecasting IIIN...
[2025-12-15T20:24:38.542861] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-15T20:24:38.542889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-15T20:24:38.553814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-15T20:24:38.554168] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-15T20:24:38.554969] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-15T20:24:38.555020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:38.555084] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:38.555114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:38.555171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:38.612144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:38.612880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:38.612961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:38.612993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:38.733673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:38.733823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:38.733863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:38.733892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:38.737237] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-15T20:24:38.737511] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-15T20:24:38.737652] [INFO ] [sig       ] IIIN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:38.884510] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IIIN.txt
[2025-12-15T20:24:38.884661] [INFO ] [sig       ] [1679/3591] Completed IIIN in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:38.884706] [INFO ] [sig       ] [1680/3591] Forecasting IIM...
[2025-12-15T20:24:38.884742] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-15T20:24:38.884778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-15T20:24:38.896018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-15T20:24:38.896368] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-15T20:24:38.897158] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-15T20:24:38.897209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:38.897240] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:38.897266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:38.897322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:38.952496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:38.953235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:38.953315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:38.953346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:39.066671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:39.066825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:39.066863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:39.066891] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:39.070215] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-12-15T20:24:39.070478] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-15T20:24:39.070615] [INFO ] [sig       ] IIM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:39.209784] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IIM.txt
[2025-12-15T20:24:39.209936] [INFO ] [sig       ] [1680/3591] Completed IIM in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:39.209976] [INFO ] [sig       ] [1681/3591] Forecasting ILMN...
[2025-12-15T20:24:39.210005] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-15T20:24:39.210035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-15T20:24:39.220776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-15T20:24:39.221155] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-15T20:24:39.221939] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-15T20:24:39.221990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:39.222020] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:39.222046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:39.222101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:39.276783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:39.277504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:39.277599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:39.277633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:39.398143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:39.398273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:39.398311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:39.398340] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:39.401606] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-15T20:24:39.401869] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-15T20:24:39.401986] [INFO ] [sig       ] ILMN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:39.537878] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ILMN.txt
[2025-12-15T20:24:39.538012] [INFO ] [sig       ] [1681/3591] Completed ILMN in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:39.538051] [INFO ] [sig       ] [1682/3591] Forecasting IMAX...
[2025-12-15T20:24:39.538081] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-15T20:24:39.538111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-15T20:24:39.548562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-15T20:24:39.548906] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-15T20:24:39.549696] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-15T20:24:39.549746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:39.549776] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:39.549803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:39.549858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:39.604543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:39.605254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:39.605358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:39.605392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:39.724866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:39.725024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:39.725064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:39.725288] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:39.728756] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-12-15T20:24:39.729041] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-15T20:24:39.729162] [INFO ] [sig       ] IMAX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:39.868808] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IMAX.txt
[2025-12-15T20:24:39.868988] [INFO ] [sig       ] [1682/3591] Completed IMAX in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:39.869032] [INFO ] [sig       ] [1683/3591] Forecasting IMKTA...
[2025-12-15T20:24:39.869094] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-15T20:24:39.869127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-15T20:24:39.880320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-15T20:24:39.880725] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-15T20:24:39.881490] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-15T20:24:39.881540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:39.881570] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:39.881617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:39.881673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:39.937546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:39.938281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:39.938362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:39.938394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:40.050120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:40.050273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:40.050313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:40.050341] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:40.053602] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-15T20:24:40.053865] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-15T20:24:40.053985] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:40.192490] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IMKTA.txt
[2025-12-15T20:24:40.192663] [INFO ] [sig       ] [1683/3591] Completed IMKTA in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:40.192710] [INFO ] [sig       ] [1684/3591] Forecasting IMMP...
[2025-12-15T20:24:40.192748] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-15T20:24:40.192784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-15T20:24:40.203821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-15T20:24:40.204208] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-15T20:24:40.205008] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-15T20:24:40.205059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:40.205090] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:40.205116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:40.205172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:40.260607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:40.261434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:40.261517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:40.261549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:40.380204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:40.380352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:40.380391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:40.380419] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:40.383671] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2025-12-15T20:24:40.383939] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-15T20:24:40.384110] [INFO ] [sig       ] IMMP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:40.520412] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IMMP.txt
[2025-12-15T20:24:40.520545] [INFO ] [sig       ] [1684/3591] Completed IMMP in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:40.520603] [INFO ] [sig       ] [1685/3591] Forecasting IMMX...
[2025-12-15T20:24:40.520635] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-15T20:24:40.520665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-15T20:24:40.531803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-15T20:24:40.532160] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-15T20:24:40.532992] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-15T20:24:40.533044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:40.533076] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:40.533104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:40.533160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:40.590824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:40.591664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:40.591748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:40.591788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:40.712262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:40.712412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:40.712452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:40.712480] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:40.715818] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-15T20:24:40.716087] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-15T20:24:40.716210] [INFO ] [sig       ] IMMX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:40.855019] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IMMX.txt
[2025-12-15T20:24:40.855155] [INFO ] [sig       ] [1685/3591] Completed IMMX in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:40.855194] [INFO ] [sig       ] [1686/3591] Forecasting IMNM...
[2025-12-15T20:24:40.855223] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-15T20:24:40.855252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-15T20:24:40.866380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-15T20:24:40.866745] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-15T20:24:40.867536] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-15T20:24:40.867611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:40.867645] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:40.867671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:40.867735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:40.928129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:40.928900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:40.928995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:40.929032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:41.056210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:41.056352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:41.056391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:41.056437] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:41.059712] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-12-15T20:24:41.059978] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-15T20:24:41.060096] [INFO ] [sig       ] IMNM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:41.197378] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IMNM.txt
[2025-12-15T20:24:41.197536] [INFO ] [sig       ] [1686/3591] Completed IMNM in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-15T20:24:41.197595] [INFO ] [sig       ] [1687/3591] Forecasting IMNN...
[2025-12-15T20:24:41.197626] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-15T20:24:41.197656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-15T20:24:41.208685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-15T20:24:41.209057] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-15T20:24:41.209850] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-15T20:24:41.209902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:41.209933] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:41.209959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:41.210014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:41.266732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:41.267562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:41.267661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:41.267694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:41.388795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:41.388990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:41.389040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:41.389067] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:41.392560] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-15T20:24:41.392947] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-15T20:24:41.393088] [INFO ] [sig       ] IMNN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:41.538585] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IMNN.txt
[2025-12-15T20:24:41.538746] [INFO ] [sig       ] [1687/3591] Completed IMNN in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-15T20:24:41.538789] [INFO ] [sig       ] [1688/3591] Forecasting IMOS...
[2025-12-15T20:24:41.538819] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-15T20:24:41.538849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-15T20:24:41.549202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-15T20:24:41.549559] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-15T20:24:41.550354] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-15T20:24:41.550405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:41.550436] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:41.550461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:41.550517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:41.606564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:41.607438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:41.607537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:41.607588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:41.728259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:41.728411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:41.728451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:41.728481] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:41.731948] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-15T20:24:41.732231] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-15T20:24:41.732360] [INFO ] [sig       ] IMOS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:41.879086] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IMOS.txt
[2025-12-15T20:24:41.879238] [INFO ] [sig       ] [1688/3591] Completed IMOS in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-15T20:24:41.879279] [INFO ] [sig       ] [1689/3591] Forecasting IMPP...
[2025-12-15T20:24:41.879308] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-15T20:24:41.879337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-15T20:24:41.890190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-15T20:24:41.890627] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-15T20:24:41.891417] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-15T20:24:41.891504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:41.891538] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:41.891565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:41.891640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:41.950369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:41.951217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:41.951299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:41.951331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:42.074756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:42.074922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:42.074967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:42.074996] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:42.078338] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-15T20:24:42.078629] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-15T20:24:42.078755] [INFO ] [sig       ] IMPP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:42.219536] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IMPP.txt
[2025-12-15T20:24:42.219711] [INFO ] [sig       ] [1689/3591] Completed IMPP in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-15T20:24:42.219751] [INFO ] [sig       ] [1690/3591] Forecasting IMRX...
[2025-12-15T20:24:42.219782] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-15T20:24:42.219813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-15T20:24:42.230543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-15T20:24:42.230917] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-15T20:24:42.231715] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-15T20:24:42.231781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:42.231858] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:42.231888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:42.231944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:42.287975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:42.288843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:42.288924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:42.288983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:42.409907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:42.410068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:42.410108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:42.410136] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:42.413534] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-15T20:24:42.413881] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-15T20:24:42.414014] [INFO ] [sig       ] IMRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:42.559473] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IMRX.txt
[2025-12-15T20:24:42.559641] [INFO ] [sig       ] [1690/3591] Completed IMRX in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-15T20:24:42.559684] [INFO ] [sig       ] [1691/3591] Forecasting IMTX...
[2025-12-15T20:24:42.559712] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-15T20:24:42.559744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-15T20:24:42.570561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-15T20:24:42.570928] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-15T20:24:42.571715] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-15T20:24:42.571765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:42.571796] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:42.571822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:42.571877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:42.627666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:42.628493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:42.628589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:42.628624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:42.749149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:42.749303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:42.749343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:42.749371] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:42.752744] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-15T20:24:42.753019] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-15T20:24:42.753145] [INFO ] [sig       ] IMTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:42.895460] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IMTX.txt
[2025-12-15T20:24:42.895629] [INFO ] [sig       ] [1691/3591] Completed IMTX in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-15T20:24:42.895672] [INFO ] [sig       ] [1692/3591] Forecasting IMXI...
[2025-12-15T20:24:42.895703] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-15T20:24:42.895732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-15T20:24:42.906508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-15T20:24:42.906917] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-15T20:24:42.907714] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-15T20:24:42.907766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:42.907798] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:42.907826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:42.907884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:42.965671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:42.966498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:42.966597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:42.966633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:43.085051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:43.085187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:43.085256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:43.085288] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:43.088739] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2025-12-15T20:24:43.089052] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-15T20:24:43.089181] [INFO ] [sig       ] IMXI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:43.228162] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IMXI.txt
[2025-12-15T20:24:43.228314] [INFO ] [sig       ] [1692/3591] Completed IMXI in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-15T20:24:43.228355] [INFO ] [sig       ] [1693/3591] Forecasting INAB...
[2025-12-15T20:24:43.228384] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-15T20:24:43.228414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-15T20:24:43.238981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-15T20:24:43.239366] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-15T20:24:43.240202] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-15T20:24:43.240253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:43.240285] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:43.240312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:43.240369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:43.295424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:43.296274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:43.296356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:43.296389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:43.411055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:43.411208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:43.411249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:43.411277] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:43.414639] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-15T20:24:43.414927] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-15T20:24:43.415051] [INFO ] [sig       ] INAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:43.552455] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INAB.txt
[2025-12-15T20:24:43.552626] [INFO ] [sig       ] [1693/3591] Completed INAB in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-15T20:24:43.552670] [INFO ] [sig       ] [1694/3591] Forecasting INBK...
[2025-12-15T20:24:43.552708] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-15T20:24:43.552739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-15T20:24:43.563564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-15T20:24:43.564019] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-15T20:24:43.564809] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-15T20:24:43.564861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:43.564893] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:43.564921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:43.564976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:43.621559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:43.622412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:43.622493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:43.622525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:43.743821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:43.743980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:43.744021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:43.744049] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:43.747423] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2025-12-15T20:24:43.747717] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-15T20:24:43.747840] [INFO ] [sig       ] INBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:43.888499] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INBK.txt
[2025-12-15T20:24:43.888673] [INFO ] [sig       ] [1694/3591] Completed INBK in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:43.888717] [INFO ] [sig       ] [1695/3591] Forecasting INBX...
[2025-12-15T20:24:43.888748] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-15T20:24:43.888778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-15T20:24:43.902044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-15T20:24:43.902473] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-15T20:24:43.903324] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-15T20:24:43.903379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:43.903412] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:43.903439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:43.903497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:43.964948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:43.965840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:43.965925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:43.965957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:44.083614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:44.083773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:44.083812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:44.083840] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:44.087083] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2025-12-15T20:24:44.087353] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-15T20:24:44.087473] [INFO ] [sig       ] INBX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:44.225680] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INBX.txt
[2025-12-15T20:24:44.225800] [INFO ] [sig       ] [1695/3591] Completed INBX in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:44.225839] [INFO ] [sig       ] [1696/3591] Forecasting INCY...
[2025-12-15T20:24:44.225892] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-15T20:24:44.225923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-15T20:24:44.254854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-15T20:24:44.255176] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-15T20:24:44.255931] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-15T20:24:44.255980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:44.256011] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:44.256038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:44.256093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:44.312024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:44.312866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:44.312942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:44.312974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:44.432749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:44.432898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:44.432937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:44.432968] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:44.436233] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-15T20:24:44.436493] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-15T20:24:44.436628] [INFO ] [sig       ] INCY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:44.574159] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INCY.txt
[2025-12-15T20:24:44.574275] [INFO ] [sig       ] [1696/3591] Completed INCY in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:44.574313] [INFO ] [sig       ] [1697/3591] Forecasting INDB...
[2025-12-15T20:24:44.574343] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-15T20:24:44.574371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-15T20:24:44.585005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-15T20:24:44.585298] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-15T20:24:44.586061] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-15T20:24:44.586111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:44.586143] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:44.586170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:44.586226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:44.642001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:44.642678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:44.642754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:44.642786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:44.757166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:44.757304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:44.757342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:44.757388] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:44.760700] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=82.38%)
[2025-12-15T20:24:44.760999] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-15T20:24:44.761119] [INFO ] [sig       ] INDB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:44.901545] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INDB.txt
[2025-12-15T20:24:44.901688] [INFO ] [sig       ] [1697/3591] Completed INDB in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:44.901728] [INFO ] [sig       ] [1698/3591] Forecasting INDI...
[2025-12-15T20:24:44.901758] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-15T20:24:44.901788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-15T20:24:44.913264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-15T20:24:44.913589] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-15T20:24:44.914333] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-15T20:24:44.914383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:44.914414] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:44.914440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:44.914497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:44.970169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:44.970772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:44.970850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:44.970888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:45.090151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:45.090298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:45.090335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:45.090366] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:45.093658] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-15T20:24:45.093923] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-15T20:24:45.094043] [INFO ] [sig       ] INDI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:45.231671] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INDI.txt
[2025-12-15T20:24:45.231816] [INFO ] [sig       ] [1698/3591] Completed INDI in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:45.231857] [INFO ] [sig       ] [1699/3591] Forecasting INDP...
[2025-12-15T20:24:45.231886] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-15T20:24:45.231914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-15T20:24:45.242743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-15T20:24:45.243119] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-15T20:24:45.243880] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-15T20:24:45.243931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:45.243962] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:45.243989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:45.244074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:45.299373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:45.300220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:45.300300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:45.300350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:45.408557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:45.408730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:45.408769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:45.408799] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:45.412210] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2025-12-15T20:24:45.412509] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-15T20:24:45.412656] [INFO ] [sig       ] INDP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:45.553450] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INDP.txt
[2025-12-15T20:24:45.553611] [INFO ] [sig       ] [1699/3591] Completed INDP in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:45.553654] [INFO ] [sig       ] [1700/3591] Forecasting INDY...
[2025-12-15T20:24:45.553684] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-15T20:24:45.553714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-15T20:24:45.564679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-15T20:24:45.565049] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-15T20:24:45.565820] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-15T20:24:45.565871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:45.565902] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:45.565928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:45.565982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:45.620601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:45.621331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:45.621412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:45.621444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:45.747603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:45.747758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:45.747798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:45.747827] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:45.751161] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-12-15T20:24:45.751430] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-15T20:24:45.751553] [INFO ] [sig       ] INDY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:45.887392] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INDY.txt
[2025-12-15T20:24:45.887539] [INFO ] [sig       ] [1700/3591] Completed INDY in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:45.887596] [INFO ] [sig       ] [1701/3591] Forecasting INFY...
[2025-12-15T20:24:45.887628] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-15T20:24:45.887658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-15T20:24:45.899644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-15T20:24:45.900068] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-15T20:24:45.900892] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-15T20:24:45.900955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:45.900994] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:45.901042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:45.901100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:45.959028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:45.959940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:45.960025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:45.960059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:46.078861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:46.079050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:46.079093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:46.079122] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:46.082511] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-15T20:24:46.082835] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-15T20:24:46.082969] [INFO ] [sig       ] INFY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:46.227048] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INFY.txt
[2025-12-15T20:24:46.227202] [INFO ] [sig       ] [1701/3591] Completed INFY in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:46.227244] [INFO ] [sig       ] [1702/3591] Forecasting ING...
[2025-12-15T20:24:46.227274] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-15T20:24:46.227304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-15T20:24:46.239608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-15T20:24:46.240057] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-15T20:24:46.240880] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-15T20:24:46.240933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:46.240965] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:46.240991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:46.241047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:46.300213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:46.301066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:46.301153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:46.301186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:46.427511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:46.427684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:46.427726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:46.427754] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:46.431702] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-15T20:24:46.432052] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-15T20:24:46.432183] [INFO ] [sig       ] ING: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:46.631457] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ING.txt
[2025-12-15T20:24:46.631639] [INFO ] [sig       ] [1702/3591] Completed ING in 0.4s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:46.631704] [INFO ] [sig       ] [1703/3591] Forecasting INGN...
[2025-12-15T20:24:46.631736] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-15T20:24:46.631766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-15T20:24:46.642632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-15T20:24:46.642972] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-15T20:24:46.643793] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-15T20:24:46.643845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:46.643876] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:46.643903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:46.643963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:46.698184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:46.698922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:46.699019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:46.699052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:46.817740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:46.817895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:46.817935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:46.817964] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:46.821230] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-12-15T20:24:46.821500] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-15T20:24:46.821639] [INFO ] [sig       ] INGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:46.958610] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INGN.txt
[2025-12-15T20:24:46.958753] [INFO ] [sig       ] [1703/3591] Completed INGN in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:46.958792] [INFO ] [sig       ] [1704/3591] Forecasting INM...
[2025-12-15T20:24:46.958822] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-15T20:24:46.958852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-15T20:24:46.969610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-15T20:24:46.969954] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-15T20:24:46.970736] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-15T20:24:46.970786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:46.970817] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:46.970843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:46.970908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:47.026916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:47.027834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:47.027923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:47.027964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:47.145949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:47.146102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:47.146143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:47.146172] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:47.149491] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-12-15T20:24:47.149777] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-15T20:24:47.149903] [INFO ] [sig       ] INM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:47.286987] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INM.txt
[2025-12-15T20:24:47.287130] [INFO ] [sig       ] [1704/3591] Completed INM in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-15T20:24:47.287169] [INFO ] [sig       ] [1705/3591] Forecasting INMB...
[2025-12-15T20:24:47.287200] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-15T20:24:47.287238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-15T20:24:47.299003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-15T20:24:47.299430] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-15T20:24:47.300325] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-15T20:24:47.300380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:47.300413] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:47.300442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:47.300498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:47.359962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:47.360837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:47.360928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:47.360969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:47.486433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:47.486597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:47.486639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:47.486666] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:47.489983] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2025-12-15T20:24:47.490262] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-15T20:24:47.490380] [INFO ] [sig       ] INMB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:47.627887] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INMB.txt
[2025-12-15T20:24:47.628023] [INFO ] [sig       ] [1705/3591] Completed INMB in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-15T20:24:47.628062] [INFO ] [sig       ] [1706/3591] Forecasting INMD...
[2025-12-15T20:24:47.628092] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-15T20:24:47.628121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-15T20:24:47.639300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-15T20:24:47.639681] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-15T20:24:47.640461] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-15T20:24:47.640512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:47.640543] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:47.640593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:47.640654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:47.695716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:47.696410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:47.696488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:47.696520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:47.817361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:47.817519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:47.817559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:47.817607] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:47.820939] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=45.86%)
[2025-12-15T20:24:47.821207] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-15T20:24:47.821333] [INFO ] [sig       ] INMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:47.960038] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INMD.txt
[2025-12-15T20:24:47.960189] [INFO ] [sig       ] [1706/3591] Completed INMD in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-15T20:24:47.960232] [INFO ] [sig       ] [1707/3591] Forecasting INN...
[2025-12-15T20:24:47.960262] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-15T20:24:47.960292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-15T20:24:47.971881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-15T20:24:47.972292] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-15T20:24:47.973098] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-15T20:24:47.973160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:47.973196] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:47.973223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:47.973278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:48.031202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:48.031989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:48.032074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:48.032113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:48.154074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:48.154420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:48.154471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:48.154503] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:48.158470] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=65.63%)
[2025-12-15T20:24:48.158842] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-15T20:24:48.159023] [INFO ] [sig       ] INN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:48.305678] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INN.txt
[2025-12-15T20:24:48.305851] [INFO ] [sig       ] [1707/3591] Completed INN in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-15T20:24:48.305908] [INFO ] [sig       ] [1708/3591] Forecasting INO...
[2025-12-15T20:24:48.305940] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-15T20:24:48.305972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-15T20:24:48.318045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-15T20:24:48.318433] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-15T20:24:48.319257] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-15T20:24:48.319308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:48.319340] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:48.319367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:48.319424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:48.375752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:48.376522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:48.376622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:48.376656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:48.497292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:48.497439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:48.497477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:48.497505] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:48.500995] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-12-15T20:24:48.501264] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-15T20:24:48.501386] [INFO ] [sig       ] INO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:48.643849] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INO.txt
[2025-12-15T20:24:48.643988] [INFO ] [sig       ] [1708/3591] Completed INO in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-15T20:24:48.644029] [INFO ] [sig       ] [1709/3591] Forecasting INOD...
[2025-12-15T20:24:48.644059] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-15T20:24:48.644089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-15T20:24:48.655692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-15T20:24:48.656034] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-15T20:24:48.657083] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-15T20:24:48.657144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:48.657184] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:48.657218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:48.657295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:48.715228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:48.715971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:48.716049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:48.716080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:48.837367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:48.837532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:48.837589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:48.837622] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:48.841049] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-12-15T20:24:48.841347] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-15T20:24:48.841484] [INFO ] [sig       ] INOD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:48.986802] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INOD.txt
[2025-12-15T20:24:48.986954] [INFO ] [sig       ] [1709/3591] Completed INOD in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-15T20:24:48.986997] [INFO ] [sig       ] [1710/3591] Forecasting INSE...
[2025-12-15T20:24:48.987027] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-15T20:24:48.987056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-15T20:24:48.998086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-15T20:24:48.998485] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-15T20:24:48.999342] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-15T20:24:48.999395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:48.999427] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:48.999453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:48.999509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:49.056659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:49.057327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:49.057405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:49.057439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:49.182064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:49.182230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:49.182270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:49.182298] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:49.185676] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-15T20:24:49.185944] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-15T20:24:49.186066] [INFO ] [sig       ] INSE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:49.323646] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INSE.txt
[2025-12-15T20:24:49.323782] [INFO ] [sig       ] [1710/3591] Completed INSE in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-15T20:24:49.323823] [INFO ] [sig       ] [1711/3591] Forecasting INSG...
[2025-12-15T20:24:49.323852] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-15T20:24:49.323881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-15T20:24:49.335363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-15T20:24:49.335778] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-15T20:24:49.336537] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-15T20:24:49.336605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:49.336639] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:49.336665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:49.336721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:49.394278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:49.394982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:49.395064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:49.395097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:49.511024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:49.511178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:49.511216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:49.511244] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:49.514494] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-15T20:24:49.514778] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-15T20:24:49.514898] [INFO ] [sig       ] INSG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:49.651190] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INSG.txt
[2025-12-15T20:24:49.651352] [INFO ] [sig       ] [1711/3591] Completed INSG in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-15T20:24:49.651393] [INFO ] [sig       ] [1712/3591] Forecasting INSM...
[2025-12-15T20:24:49.651424] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-15T20:24:49.651452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-15T20:24:49.662746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-15T20:24:49.663133] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-15T20:24:49.663931] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-15T20:24:49.663982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:49.664012] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:49.664038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:49.664094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:49.720567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:49.721388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:49.721467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:49.721499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:49.837751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:49.837910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:49.837954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:49.837988] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:49.841508] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-15T20:24:49.841808] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-15T20:24:49.841943] [INFO ] [sig       ] INSM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:49.979253] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INSM.txt
[2025-12-15T20:24:49.979371] [INFO ] [sig       ] [1712/3591] Completed INSM in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:49.979434] [INFO ] [sig       ] [1713/3591] Forecasting INSP...
[2025-12-15T20:24:49.979464] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-15T20:24:49.979493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-15T20:24:49.990204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-15T20:24:49.990517] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-15T20:24:49.991285] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-15T20:24:49.991336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:49.991366] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:49.991392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:49.991447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:50.047229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:50.048006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:50.048087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:50.048119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:50.167326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:50.167479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:50.167520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:50.167550] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:50.171022] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-15T20:24:50.171312] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-15T20:24:50.171446] [INFO ] [sig       ] INSP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:50.316950] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INSP.txt
[2025-12-15T20:24:50.317072] [INFO ] [sig       ] [1713/3591] Completed INSP in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:50.317112] [INFO ] [sig       ] [1714/3591] Forecasting INTA...
[2025-12-15T20:24:50.317142] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-15T20:24:50.317171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-15T20:24:50.328805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-15T20:24:50.329191] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-15T20:24:50.329983] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-15T20:24:50.330048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:50.330081] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:50.330109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:50.330166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:50.385565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:50.386186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:50.386261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:50.386293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:50.509650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:50.509785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:50.509824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:50.509852] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:50.513198] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=81.59%)
[2025-12-15T20:24:50.513477] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-15T20:24:50.513617] [INFO ] [sig       ] INTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:50.651217] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INTA.txt
[2025-12-15T20:24:50.651333] [INFO ] [sig       ] [1714/3591] Completed INTA in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:50.651372] [INFO ] [sig       ] [1715/3591] Forecasting INTC...
[2025-12-15T20:24:50.651401] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-15T20:24:50.651430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-15T20:24:50.662437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-15T20:24:50.662763] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-15T20:24:50.663512] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-15T20:24:50.663563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:50.663625] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:50.663653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:50.663709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:50.718564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:50.719193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:50.719270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:50.719301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:50.835306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:50.835444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:50.835482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:50.835510] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:50.838741] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-15T20:24:50.839033] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-15T20:24:50.839154] [INFO ] [sig       ] INTC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:50.974829] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INTC.txt
[2025-12-15T20:24:50.974946] [INFO ] [sig       ] [1715/3591] Completed INTC in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:50.974985] [INFO ] [sig       ] [1716/3591] Forecasting INTZ...
[2025-12-15T20:24:50.975015] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-15T20:24:50.975044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-15T20:24:50.986985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-15T20:24:50.987472] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-15T20:24:50.988318] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-15T20:24:50.988369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:50.988400] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:50.988456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:50.988515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:51.043803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:51.044726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:51.044813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:51.044845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:51.171616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:51.171786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:51.171829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:51.171858] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:51.175328] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-15T20:24:51.175637] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-15T20:24:51.175775] [INFO ] [sig       ] INTZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:51.313529] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INTZ.txt
[2025-12-15T20:24:51.313680] [INFO ] [sig       ] [1716/3591] Completed INTZ in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:51.313720] [INFO ] [sig       ] [1717/3591] Forecasting INVA...
[2025-12-15T20:24:51.313750] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-15T20:24:51.313780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-15T20:24:51.325462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-15T20:24:51.325894] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-15T20:24:51.326713] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-15T20:24:51.326764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:51.326795] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:51.326821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:51.326877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:51.382295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:51.383147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:51.383228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:51.383260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:51.500057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:51.500214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:51.500255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:51.500283] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:51.503700] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-15T20:24:51.503987] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-15T20:24:51.504111] [INFO ] [sig       ] INVA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:51.640587] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INVA.txt
[2025-12-15T20:24:51.641329] [INFO ] [sig       ] [1717/3591] Completed INVA in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:51.641381] [INFO ] [sig       ] [1718/3591] Forecasting INVE...
[2025-12-15T20:24:51.641412] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-15T20:24:51.641441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-15T20:24:51.652605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-15T20:24:51.652982] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-15T20:24:51.653799] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-15T20:24:51.653859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:51.653903] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:51.653933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:51.653992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:51.710429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:51.711108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:51.711199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:51.711232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:51.827606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:51.827757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:51.827796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:51.827824] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:51.831355] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-12-15T20:24:51.831662] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-15T20:24:51.831802] [INFO ] [sig       ] INVE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:51.969612] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INVE.txt
[2025-12-15T20:24:51.969749] [INFO ] [sig       ] [1718/3591] Completed INVE in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:51.969790] [INFO ] [sig       ] [1719/3591] Forecasting INVH...
[2025-12-15T20:24:51.969821] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-15T20:24:51.969853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-15T20:24:51.980972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-15T20:24:51.981301] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-15T20:24:51.982105] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-15T20:24:51.982168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:51.982206] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:51.982234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:51.982290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:52.038617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:52.039506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:52.039630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:52.039696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:52.162389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:52.162530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:52.162584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:52.162616] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:52.165952] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-15T20:24:52.166232] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-15T20:24:52.166353] [INFO ] [sig       ] INVH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:52.302721] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/INVH.txt
[2025-12-15T20:24:52.302842] [INFO ] [sig       ] [1719/3591] Completed INVH in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:52.302883] [INFO ] [sig       ] [1720/3591] Forecasting INVZ...
[2025-12-15T20:24:52.302912] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-15T20:24:52.302941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-15T20:24:52.313731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-15T20:24:52.314077] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-15T20:24:52.314868] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-15T20:24:52.314919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:52.314950] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:52.314977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:52.315034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:52.370172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:52.370867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:52.370947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:52.370980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:52.486551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:52.486720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:52.486760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:52.486788] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:52.490207] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-15T20:24:52.490478] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-15T20:24:52.490620] [INFO ] [sig       ] INVZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:52.627875] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/INVZ.txt
[2025-12-15T20:24:52.628013] [INFO ] [sig       ] [1720/3591] Completed INVZ in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:52.628054] [INFO ] [sig       ] [1721/3591] Forecasting IONS...
[2025-12-15T20:24:52.628087] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-15T20:24:52.628119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-15T20:24:52.638562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-15T20:24:52.638912] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-15T20:24:52.639740] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-15T20:24:52.639790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:52.639822] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:52.639850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:52.639907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:52.697652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:52.698309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:52.698537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:52.698568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:52.822391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:52.822541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:52.822635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:52.822668] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:52.825953] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-15T20:24:52.826220] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-15T20:24:52.826342] [INFO ] [sig       ] IONS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:52.968125] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IONS.txt
[2025-12-15T20:24:52.968339] [INFO ] [sig       ] [1721/3591] Completed IONS in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-15T20:24:52.968403] [INFO ] [sig       ] [1722/3591] Forecasting IOSP...
[2025-12-15T20:24:52.968454] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-15T20:24:52.968503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-15T20:24:52.983231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-15T20:24:52.983732] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-15T20:24:52.984836] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-15T20:24:52.984906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:52.984960] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:52.985007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:52.985101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:53.050878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:53.051717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:53.051800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:53.051834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:53.168441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:53.168609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:53.168651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:53.168681] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:53.172087] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=81.59%)
[2025-12-15T20:24:53.172361] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-15T20:24:53.172489] [INFO ] [sig       ] IOSP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:53.311500] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IOSP.txt
[2025-12-15T20:24:53.311635] [INFO ] [sig       ] [1722/3591] Completed IOSP in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-15T20:24:53.311678] [INFO ] [sig       ] [1723/3591] Forecasting IOVA...
[2025-12-15T20:24:53.311708] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-15T20:24:53.311737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-15T20:24:53.322376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-15T20:24:53.322726] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-15T20:24:53.323531] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-15T20:24:53.323601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:53.323636] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:53.323663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:53.323721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:53.381431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:53.382361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:53.382444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:53.382477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:53.505089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:53.505260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:53.505300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:53.505329] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:53.508754] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-12-15T20:24:53.509098] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-15T20:24:53.509230] [INFO ] [sig       ] IOVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:53.655218] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IOVA.txt
[2025-12-15T20:24:53.655369] [INFO ] [sig       ] [1723/3591] Completed IOVA in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-15T20:24:53.655412] [INFO ] [sig       ] [1724/3591] Forecasting IPGP...
[2025-12-15T20:24:53.655442] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-15T20:24:53.655472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-15T20:24:53.666272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-15T20:24:53.666682] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-15T20:24:53.667447] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-15T20:24:53.667499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:53.667530] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:53.667556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:53.667640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:53.726630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:53.727570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:53.727713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:53.727746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:53.850227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:53.850380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:53.850421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:53.850450] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:53.853879] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=33.14%)
[2025-12-15T20:24:53.854211] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-15T20:24:53.854342] [INFO ] [sig       ] IPGP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:53.996763] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IPGP.txt
[2025-12-15T20:24:53.996919] [INFO ] [sig       ] [1724/3591] Completed IPGP in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-15T20:24:53.996959] [INFO ] [sig       ] [1725/3591] Forecasting IPI...
[2025-12-15T20:24:53.996988] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-15T20:24:53.997018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-15T20:24:54.008006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-15T20:24:54.008389] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-15T20:24:54.009233] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-15T20:24:54.009285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:54.009332] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:54.009361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:54.009416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:54.067307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:54.068169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:54.068257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:54.068292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:54.190714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:54.190868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:54.190907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:54.190935] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:54.194356] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-12-15T20:24:54.194700] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-15T20:24:54.194835] [INFO ] [sig       ] IPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:54.343354] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IPI.txt
[2025-12-15T20:24:54.343508] [INFO ] [sig       ] [1725/3591] Completed IPI in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-15T20:24:54.343548] [INFO ] [sig       ] [1726/3591] Forecasting IQ...
[2025-12-15T20:24:54.343597] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-15T20:24:54.343631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-15T20:24:54.354727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-15T20:24:54.355078] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-15T20:24:54.355890] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-15T20:24:54.355942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:54.355974] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:54.356001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:54.356058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:54.411347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:54.412061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:54.412184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:54.412232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:54.533131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:54.533265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:54.533304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:54.533333] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:54.537031] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=82.30%)
[2025-12-15T20:24:54.537332] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-15T20:24:54.537450] [INFO ] [sig       ] IQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:54.678911] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IQ.txt
[2025-12-15T20:24:54.679067] [INFO ] [sig       ] [1726/3591] Completed IQ in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-15T20:24:54.679111] [INFO ] [sig       ] [1727/3591] Forecasting IQI...
[2025-12-15T20:24:54.679142] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-15T20:24:54.679171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-15T20:24:54.692319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-15T20:24:54.692763] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-15T20:24:54.693996] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-15T20:24:54.694057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:54.694098] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:54.694135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:54.694201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:54.756144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:54.757009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:54.757100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:54.757140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:54.873466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:54.873639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:54.873683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:54.873714] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:54.877018] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2025-12-15T20:24:54.877344] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-15T20:24:54.877471] [INFO ] [sig       ] IQI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:55.017526] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IQI.txt
[2025-12-15T20:24:55.017703] [INFO ] [sig       ] [1727/3591] Completed IQI in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-15T20:24:55.017746] [INFO ] [sig       ] [1728/3591] Forecasting IQQQ...
[2025-12-15T20:24:55.017775] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-15T20:24:55.017804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-15T20:24:55.028547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-15T20:24:55.028964] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-15T20:24:55.030478] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-15T20:24:55.030555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:55.030608] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:55.030638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:55.030696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:55.089348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:55.090259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:55.090350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:55.090382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:55.222882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:55.223039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:55.223080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:55.223110] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:55.226744] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-15T20:24:55.227075] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-15T20:24:55.227216] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:55.375971] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IQQQ.txt
[2025-12-15T20:24:55.376154] [INFO ] [sig       ] [1728/3591] Completed IQQQ in 0.4s | 2.93 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-15T20:24:55.376225] [INFO ] [sig       ] [1729/3591] Forecasting IRDM...
[2025-12-15T20:24:55.376273] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-15T20:24:55.376317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-15T20:24:55.387902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-15T20:24:55.388286] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-15T20:24:55.389175] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-15T20:24:55.389227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:55.389260] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:55.389286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:55.389342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:55.448276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:55.449210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:55.449299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:55.449336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:55.573255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:55.573410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:55.573449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:55.573479] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:55.577156] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-15T20:24:55.577460] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-15T20:24:55.577610] [INFO ] [sig       ] IRDM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:55.730700] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IRDM.txt
[2025-12-15T20:24:55.730927] [INFO ] [sig       ] [1729/3591] Completed IRDM in 0.4s | 2.93 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-15T20:24:55.730983] [INFO ] [sig       ] [1730/3591] Forecasting IREN...
[2025-12-15T20:24:55.731016] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-15T20:24:55.731047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-15T20:24:55.742947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-15T20:24:55.743532] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-15T20:24:55.744408] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-15T20:24:55.744474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:55.744522] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:55.744565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:55.744669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:55.805458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:55.806310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:55.806395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:55.806428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:55.934332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:55.934486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:55.934526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:55.934555] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:55.937925] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-15T20:24:55.938196] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-15T20:24:55.938360] [INFO ] [sig       ] IREN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:56.088656] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IREN.txt
[2025-12-15T20:24:56.088814] [INFO ] [sig       ] [1730/3591] Completed IREN in 0.4s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-15T20:24:56.088854] [INFO ] [sig       ] [1731/3591] Forecasting IRM...
[2025-12-15T20:24:56.088884] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-15T20:24:56.088916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-15T20:24:56.100732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-15T20:24:56.101152] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-15T20:24:56.102001] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-15T20:24:56.102065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:56.102106] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:56.102148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:56.102226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:56.161400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:56.162289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:56.162375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:56.162407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:56.287275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:56.287427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:56.287466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:56.287495] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:56.291321] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=43.23%)
[2025-12-15T20:24:56.291685] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-15T20:24:56.291831] [INFO ] [sig       ] IRM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:56.441756] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IRM.txt
[2025-12-15T20:24:56.441921] [INFO ] [sig       ] [1731/3591] Completed IRM in 0.4s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-15T20:24:56.441961] [INFO ] [sig       ] [1732/3591] Forecasting IRMD...
[2025-12-15T20:24:56.441992] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-15T20:24:56.442022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-15T20:24:56.453883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-15T20:24:56.454300] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-15T20:24:56.455186] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-15T20:24:56.455244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:56.455277] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:56.455305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:56.455363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:56.514930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:56.515945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:56.516060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:56.516106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:56.641951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:56.642107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:56.642147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:56.642193] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:56.645585] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-12-15T20:24:56.645896] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-15T20:24:56.646033] [INFO ] [sig       ] IRMD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:56.784989] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IRMD.txt
[2025-12-15T20:24:56.785139] [INFO ] [sig       ] [1732/3591] Completed IRMD in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-15T20:24:56.785180] [INFO ] [sig       ] [1733/3591] Forecasting IRON...
[2025-12-15T20:24:56.785210] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-15T20:24:56.785239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-15T20:24:56.796501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-15T20:24:56.796909] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-15T20:24:56.797689] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-15T20:24:56.797740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:56.797797] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:56.797826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:56.797883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:56.853074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:56.853947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:56.854027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:56.854060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:56.977092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:56.977252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:56.977292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:56.977321] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:56.980738] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2025-12-15T20:24:56.981050] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-15T20:24:56.981198] [INFO ] [sig       ] IRON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:57.122427] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IRON.txt
[2025-12-15T20:24:57.122600] [INFO ] [sig       ] [1733/3591] Completed IRON in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-15T20:24:57.122643] [INFO ] [sig       ] [1734/3591] Forecasting IRTC...
[2025-12-15T20:24:57.122674] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-15T20:24:57.122704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-15T20:24:57.134857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-15T20:24:57.135267] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-15T20:24:57.136041] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-15T20:24:57.136092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:57.136124] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:57.136150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:57.136206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:57.193440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:57.194356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:57.194461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:57.194496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:57.317660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:57.317824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:57.317864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:57.317892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:57.321285] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2025-12-15T20:24:57.321568] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-15T20:24:57.321717] [INFO ] [sig       ] IRTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:57.462756] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IRTC.txt
[2025-12-15T20:24:57.462900] [INFO ] [sig       ] [1734/3591] Completed IRTC in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-15T20:24:57.462940] [INFO ] [sig       ] [1735/3591] Forecasting IRWD...
[2025-12-15T20:24:57.462970] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-15T20:24:57.463000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-15T20:24:57.473687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-15T20:24:57.474015] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-15T20:24:57.474822] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-15T20:24:57.474873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:57.474905] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:57.474933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:57.474989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:57.530995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:57.531636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:57.531712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:57.531744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:57.654607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:57.654751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:57.654791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:57.654818] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:57.658175] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=48.20%)
[2025-12-15T20:24:57.658440] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-15T20:24:57.658558] [INFO ] [sig       ] IRWD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:57.797440] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IRWD.txt
[2025-12-15T20:24:57.797587] [INFO ] [sig       ] [1735/3591] Completed IRWD in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-15T20:24:57.797629] [INFO ] [sig       ] [1736/3591] Forecasting ISD...
[2025-12-15T20:24:57.797659] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-15T20:24:57.797690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-15T20:24:57.808358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-15T20:24:57.808685] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-15T20:24:57.809470] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-15T20:24:57.809521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:57.809551] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:57.809614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:57.809674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:57.865705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:57.866320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:57.866397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:57.866428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:57.981845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:57.981992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:57.982030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:57.982088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:57.985353] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-12-15T20:24:57.985644] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-15T20:24:57.985764] [INFO ] [sig       ] ISD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:58.121694] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ISD.txt
[2025-12-15T20:24:58.121829] [INFO ] [sig       ] [1736/3591] Completed ISD in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-15T20:24:58.121870] [INFO ] [sig       ] [1737/3591] Forecasting ISRG...
[2025-12-15T20:24:58.121906] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-15T20:24:58.121935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-15T20:24:58.132848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-15T20:24:58.133189] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-15T20:24:58.133941] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-15T20:24:58.133992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:58.134023] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:58.134049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:58.134105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:58.189426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:58.190052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:58.190125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:58.190157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:58.308337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:58.308475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:58.308513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:58.308542] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:58.311830] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2025-12-15T20:24:58.312093] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-15T20:24:58.312215] [INFO ] [sig       ] ISRG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:58.451027] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ISRG.txt
[2025-12-15T20:24:58.451147] [INFO ] [sig       ] [1737/3591] Completed ISRG in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-15T20:24:58.451193] [INFO ] [sig       ] [1738/3591] Forecasting ISSC...
[2025-12-15T20:24:58.451229] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-15T20:24:58.451263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-15T20:24:58.463606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-15T20:24:58.463979] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-15T20:24:58.464793] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-15T20:24:58.464844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:58.464875] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:58.464901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:58.464958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:58.520191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:58.520813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:58.520889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:58.520921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:58.641303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:58.641461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:58.641500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:58.641528] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:58.644822] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: UP (p=56.84%)
[2025-12-15T20:24:58.645088] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-15T20:24:58.645217] [INFO ] [sig       ] ISSC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:58.781730] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ISSC.txt
[2025-12-15T20:24:58.781842] [INFO ] [sig       ] [1738/3591] Completed ISSC in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-15T20:24:58.781881] [INFO ] [sig       ] [1739/3591] Forecasting ISTB...
[2025-12-15T20:24:58.781910] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-15T20:24:58.781940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-15T20:24:58.793471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-15T20:24:58.793803] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-15T20:24:58.794560] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-15T20:24:58.794639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:58.794669] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:58.794694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:58.794750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:58.850564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:58.851458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:58.851541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:58.851593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:58.966731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:58.966888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:58.966926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:58.966953] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:58.970289] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-15T20:24:58.970560] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-15T20:24:58.970696] [INFO ] [sig       ] ISTB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:24:59.109554] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ISTB.txt
[2025-12-15T20:24:59.109731] [INFO ] [sig       ] [1739/3591] Completed ISTB in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-15T20:24:59.109772] [INFO ] [sig       ] [1740/3591] Forecasting ITIC...
[2025-12-15T20:24:59.109810] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-15T20:24:59.109840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-15T20:24:59.120122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-15T20:24:59.120476] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-15T20:24:59.121244] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-15T20:24:59.121307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:59.121342] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:59.121369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:59.121425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:59.177723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:59.178517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:59.178618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:59.178653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:59.282043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:59.282202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:59.282245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:59.282274] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:59.285550] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-15T20:24:59.285859] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-15T20:24:59.285984] [INFO ] [sig       ] ITIC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:59.426722] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ITIC.txt
[2025-12-15T20:24:59.426900] [INFO ] [sig       ] [1740/3591] Completed ITIC in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-15T20:24:59.426941] [INFO ] [sig       ] [1741/3591] Forecasting ITRI...
[2025-12-15T20:24:59.426970] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-15T20:24:59.427002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-15T20:24:59.437825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-15T20:24:59.438128] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-15T20:24:59.438879] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-15T20:24:59.438930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:59.438989] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:59.439018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:59.439073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:59.495301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:59.495916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:59.495991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:59.496023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:59.616597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:59.616737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:59.616774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:59.616802] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:59.620133] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-12-15T20:24:59.620431] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-15T20:24:59.620550] [INFO ] [sig       ] ITRI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:24:59.759789] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ITRI.txt
[2025-12-15T20:24:59.759898] [INFO ] [sig       ] [1741/3591] Completed ITRI in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-15T20:24:59.759936] [INFO ] [sig       ] [1742/3591] Forecasting ITRN...
[2025-12-15T20:24:59.759966] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-15T20:24:59.759995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-15T20:24:59.770520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-15T20:24:59.770851] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-15T20:24:59.771608] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-15T20:24:59.771659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:24:59.771690] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:24:59.771717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:24:59.771773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:24:59.828087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:24:59.828716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:24:59.828791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:24:59.828822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:24:59.944616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:24:59.944747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:24:59.944784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:24:59.944813] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:24:59.947979] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: UP (p=56.41%)
[2025-12-15T20:24:59.948249] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-15T20:24:59.948368] [INFO ] [sig       ] ITRN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:00.084446] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ITRN.txt
[2025-12-15T20:25:00.084556] [INFO ] [sig       ] [1742/3591] Completed ITRN in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-15T20:25:00.084614] [INFO ] [sig       ] [1743/3591] Forecasting ITUB...
[2025-12-15T20:25:00.084644] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-15T20:25:00.084673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-15T20:25:00.095097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-15T20:25:00.095389] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-15T20:25:00.096144] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-15T20:25:00.096195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:00.096229] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:00.096257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:00.096313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:00.152833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:00.153475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:00.153594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:00.153629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:00.274337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:00.274476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:00.274514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:00.274559] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:00.277838] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-12-15T20:25:00.278099] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-15T20:25:00.278219] [INFO ] [sig       ] ITUB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:00.415623] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ITUB.txt
[2025-12-15T20:25:00.415738] [INFO ] [sig       ] [1743/3591] Completed ITUB in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-15T20:25:00.415777] [INFO ] [sig       ] [1744/3591] Forecasting IUS...
[2025-12-15T20:25:00.415807] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-15T20:25:00.415836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-15T20:25:00.426013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-15T20:25:00.426339] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-15T20:25:00.427094] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-15T20:25:00.427145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:00.427176] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:00.427202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:00.427264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:00.482864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:00.483450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:00.483525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:00.483556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:00.601222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:00.601383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:00.601421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:00.601450] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:00.604696] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-15T20:25:00.604962] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-15T20:25:00.605080] [INFO ] [sig       ] IUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:00.743597] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IUS.txt
[2025-12-15T20:25:00.743757] [INFO ] [sig       ] [1744/3591] Completed IUS in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-15T20:25:00.743804] [INFO ] [sig       ] [1745/3591] Forecasting IUSB...
[2025-12-15T20:25:00.743842] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-15T20:25:00.743877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-15T20:25:00.754804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-15T20:25:00.755188] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-15T20:25:00.755991] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-15T20:25:00.756042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:00.756074] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:00.756100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:00.756156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:00.816665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:00.817536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:00.817824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:00.817874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:00.942337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:00.942506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:00.942546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:00.942593] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:00.945935] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=57.65%)
[2025-12-15T20:25:00.946218] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-15T20:25:00.946349] [INFO ] [sig       ] IUSB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:01.088693] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IUSB.txt
[2025-12-15T20:25:01.088856] [INFO ] [sig       ] [1745/3591] Completed IUSB in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-15T20:25:01.088899] [INFO ] [sig       ] [1746/3591] Forecasting IUSG...
[2025-12-15T20:25:01.088928] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-15T20:25:01.088977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-15T20:25:01.100220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-15T20:25:01.100661] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-15T20:25:01.101414] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-15T20:25:01.101464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:01.101496] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:01.101522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:01.101604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:01.155855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:01.156482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:01.156559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:01.156610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:01.279813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:01.279973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:01.280011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:01.280040] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:01.283696] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: DOWN (p=49.53%)
[2025-12-15T20:25:01.283961] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-15T20:25:01.284085] [INFO ] [sig       ] IUSG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:01.421721] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IUSG.txt
[2025-12-15T20:25:01.421913] [INFO ] [sig       ] [1746/3591] Completed IUSG in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-15T20:25:01.421955] [INFO ] [sig       ] [1747/3591] Forecasting IVAL...
[2025-12-15T20:25:01.421985] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-15T20:25:01.422015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-15T20:25:01.434544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-15T20:25:01.434923] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-15T20:25:01.435722] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-15T20:25:01.435774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:01.435806] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:01.435833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:01.435906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:01.496306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:01.497407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:01.497492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:01.497526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:01.616112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:01.616272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:01.616312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:01.616341] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:01.619696] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-12-15T20:25:01.619979] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-15T20:25:01.620104] [INFO ] [sig       ] IVAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:01.768250] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IVAL.txt
[2025-12-15T20:25:01.768454] [INFO ] [sig       ] [1747/3591] Completed IVAL in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-15T20:25:01.768504] [INFO ] [sig       ] [1748/3591] Forecasting IVZ...
[2025-12-15T20:25:01.768533] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-15T20:25:01.768563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-15T20:25:01.783108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-15T20:25:01.783625] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-15T20:25:01.784689] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-15T20:25:01.784751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:01.784789] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:01.784822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:01.784903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:01.854300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:01.855357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:01.855464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:01.855505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:01.986115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:01.986300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:01.986359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:01.986405] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:01.990110] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-15T20:25:01.990446] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-15T20:25:01.990601] [INFO ] [sig       ] IVZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:02.136431] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IVZ.txt
[2025-12-15T20:25:02.136601] [INFO ] [sig       ] [1748/3591] Completed IVZ in 0.4s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-15T20:25:02.136648] [INFO ] [sig       ] [1749/3591] Forecasting IX...
[2025-12-15T20:25:02.136680] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-15T20:25:02.136711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-15T20:25:02.148697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-15T20:25:02.149158] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-15T20:25:02.149979] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-15T20:25:02.150047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:02.150082] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:02.150110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:02.150167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:02.208877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:02.209805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:02.209900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:02.209941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:02.334145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:02.334305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:02.334343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:02.334372] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:02.338229] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-15T20:25:02.338569] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-15T20:25:02.338727] [INFO ] [sig       ] IX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:02.479298] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/IX.txt
[2025-12-15T20:25:02.479451] [INFO ] [sig       ] [1749/3591] Completed IX in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-15T20:25:02.479492] [INFO ] [sig       ] [1750/3591] Forecasting IXUS...
[2025-12-15T20:25:02.479522] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-15T20:25:02.479554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-15T20:25:02.491356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-15T20:25:02.491748] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-15T20:25:02.492494] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-15T20:25:02.492545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:02.492628] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:02.492657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:02.492713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:02.548623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:02.549534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:02.549640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:02.549674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:02.677364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:02.677520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:02.677564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:02.677610] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:02.680929] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-15T20:25:02.681198] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-15T20:25:02.681320] [INFO ] [sig       ] IXUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:02.820350] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IXUS.txt
[2025-12-15T20:25:02.820481] [INFO ] [sig       ] [1750/3591] Completed IXUS in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-15T20:25:02.820522] [INFO ] [sig       ] [1751/3591] Forecasting IZEA...
[2025-12-15T20:25:02.820552] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-15T20:25:02.820599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-15T20:25:02.831152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-15T20:25:02.831473] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-15T20:25:02.832318] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-15T20:25:02.832374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:02.832405] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:02.832431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:02.832487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:02.889148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:02.890066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:02.890156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:02.890191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:03.022798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:03.022956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:03.022997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:03.023026] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:03.026478] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=49.72%)
[2025-12-15T20:25:03.026857] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-15T20:25:03.026998] [INFO ] [sig       ] IZEA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:03.170544] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/IZEA.txt
[2025-12-15T20:25:03.170699] [INFO ] [sig       ] [1751/3591] Completed IZEA in 0.4s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-15T20:25:03.170741] [INFO ] [sig       ] [1752/3591] Forecasting J...
[2025-12-15T20:25:03.170771] [INFO ] [sig       ] Generating forecast for: J
[2025-12-15T20:25:03.170802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-15T20:25:03.184978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-15T20:25:03.185441] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-15T20:25:03.186487] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-15T20:25:03.186544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:03.186611] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:03.186646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:03.186704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:03.243939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:03.244807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:03.244892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:03.244925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:03.367005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:03.367158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:03.367198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:03.367226] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:03.370603] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=34.70%)
[2025-12-15T20:25:03.370876] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-15T20:25:03.371000] [INFO ] [sig       ] J: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:03.511087] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/J.txt
[2025-12-15T20:25:03.511246] [INFO ] [sig       ] [1752/3591] Completed J in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-15T20:25:03.511295] [INFO ] [sig       ] [1753/3591] Forecasting JACK...
[2025-12-15T20:25:03.511331] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-15T20:25:03.511368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-15T20:25:03.521946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-15T20:25:03.522247] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-15T20:25:03.523005] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-15T20:25:03.523056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:03.523088] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:03.523114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:03.523169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:03.580397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:03.581155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:03.581236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:03.581274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:03.708378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:03.708533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:03.708587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:03.708650] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:03.712074] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-12-15T20:25:03.712356] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-15T20:25:03.712479] [INFO ] [sig       ] JACK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:03.850723] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JACK.txt
[2025-12-15T20:25:03.850857] [INFO ] [sig       ] [1753/3591] Completed JACK in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-15T20:25:03.850897] [INFO ] [sig       ] [1754/3591] Forecasting JAGX...
[2025-12-15T20:25:03.850926] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-15T20:25:03.850957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-15T20:25:03.861654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-15T20:25:03.861957] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-15T20:25:03.862730] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-15T20:25:03.862781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:03.862812] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:03.862839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:03.862895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:03.918019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:03.918702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:03.918782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:03.918816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:04.037088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:04.037243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:04.037283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:04.037312] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:04.040705] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-15T20:25:04.041002] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-15T20:25:04.041125] [INFO ] [sig       ] JAGX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:04.180459] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JAGX.txt
[2025-12-15T20:25:04.180615] [INFO ] [sig       ] [1754/3591] Completed JAGX in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-15T20:25:04.180656] [INFO ] [sig       ] [1755/3591] Forecasting JAKK...
[2025-12-15T20:25:04.180686] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-15T20:25:04.180716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-15T20:25:04.192792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-15T20:25:04.193127] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-15T20:25:04.193921] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-15T20:25:04.193974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:04.194005] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:04.194032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:04.194089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:04.251312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:04.252074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:04.252152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:04.252185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:04.379872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:04.380024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:04.380063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:04.380092] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:04.383357] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-15T20:25:04.383662] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-15T20:25:04.383783] [INFO ] [sig       ] JAKK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:04.540236] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JAKK.txt
[2025-12-15T20:25:04.540405] [INFO ] [sig       ] [1755/3591] Completed JAKK in 0.4s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-15T20:25:04.540452] [INFO ] [sig       ] [1756/3591] Forecasting JAMF...
[2025-12-15T20:25:04.540482] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-15T20:25:04.540519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-15T20:25:04.551747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-15T20:25:04.552123] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-15T20:25:04.552925] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-15T20:25:04.552978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:04.553009] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:04.553037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:04.553095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:04.611630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:04.612470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:04.612558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:04.612637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:04.733321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:04.733497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:04.733545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:04.733593] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:04.736942] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-15T20:25:04.737220] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-15T20:25:04.737344] [INFO ] [sig       ] JAMF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:04.879648] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JAMF.txt
[2025-12-15T20:25:04.879791] [INFO ] [sig       ] [1756/3591] Completed JAMF in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-15T20:25:04.879832] [INFO ] [sig       ] [1757/3591] Forecasting JANX...
[2025-12-15T20:25:04.879863] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-15T20:25:04.879894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-15T20:25:04.891278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-15T20:25:04.891649] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-15T20:25:04.892441] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-15T20:25:04.892496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:04.892529] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:04.892557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:04.892638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:04.950078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:04.950999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:04.951085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:04.951119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:05.075273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:05.075400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:05.075441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:05.075471] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:05.078835] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-15T20:25:05.079141] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-15T20:25:05.079268] [INFO ] [sig       ] JANX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:05.218005] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JANX.txt
[2025-12-15T20:25:05.218133] [INFO ] [sig       ] [1757/3591] Completed JANX in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-15T20:25:05.218174] [INFO ] [sig       ] [1758/3591] Forecasting JAZZ...
[2025-12-15T20:25:05.218204] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-15T20:25:05.218235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-15T20:25:05.229204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-15T20:25:05.229550] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-15T20:25:05.230312] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-15T20:25:05.230377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:05.230422] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:05.230459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:05.230537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:05.286018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:05.286762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:05.286845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:05.286879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:05.409661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:05.409815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:05.409854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:05.409883] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:05.413738] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-15T20:25:05.414020] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-15T20:25:05.414144] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:05.552092] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JAZZ.txt
[2025-12-15T20:25:05.552220] [INFO ] [sig       ] [1758/3591] Completed JAZZ in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-15T20:25:05.552263] [INFO ] [sig       ] [1759/3591] Forecasting JBGS...
[2025-12-15T20:25:05.552291] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-15T20:25:05.552329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-15T20:25:05.562943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-15T20:25:05.563299] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-15T20:25:05.564088] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-15T20:25:05.564141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:05.564173] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:05.564201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:05.564258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:05.621126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:05.621836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:05.621920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:05.621954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:05.753639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:05.753813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:05.753853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:05.753881] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:05.757186] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-12-15T20:25:05.757486] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-15T20:25:05.757623] [INFO ] [sig       ] JBGS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:05.894495] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JBGS.txt
[2025-12-15T20:25:05.894638] [INFO ] [sig       ] [1759/3591] Completed JBGS in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-15T20:25:05.894680] [INFO ] [sig       ] [1760/3591] Forecasting JBI...
[2025-12-15T20:25:05.894710] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-15T20:25:05.894741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-15T20:25:05.905310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-15T20:25:05.905673] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-15T20:25:05.906407] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-15T20:25:05.906495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:05.906529] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:05.906556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:05.906638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:05.962778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:05.963399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:05.963501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:05.963535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:06.079410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:06.079557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:06.079626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:06.079675] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:06.082917] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2025-12-15T20:25:06.083187] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-15T20:25:06.083307] [INFO ] [sig       ] JBI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:06.220974] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JBI.txt
[2025-12-15T20:25:06.221104] [INFO ] [sig       ] [1760/3591] Completed JBI in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-15T20:25:06.221144] [INFO ] [sig       ] [1761/3591] Forecasting JBL...
[2025-12-15T20:25:06.221174] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-15T20:25:06.221205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-15T20:25:06.232242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-15T20:25:06.232560] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-15T20:25:06.233315] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-15T20:25:06.233364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:06.233395] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:06.233425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:06.233480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:06.288216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:06.288884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:06.288977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:06.289013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:06.411079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:06.411247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:06.411295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:06.411326] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:06.415011] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-15T20:25:06.415409] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-15T20:25:06.415560] [INFO ] [sig       ] JBL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:06.556846] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JBL.txt
[2025-12-15T20:25:06.556982] [INFO ] [sig       ] [1761/3591] Completed JBL in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-15T20:25:06.557023] [INFO ] [sig       ] [1762/3591] Forecasting JBND...
[2025-12-15T20:25:06.557053] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-15T20:25:06.557083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-15T20:25:06.568242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-15T20:25:06.568591] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-15T20:25:06.569380] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-15T20:25:06.569439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:06.569472] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:06.569500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:06.569557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:06.626838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:06.627637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:06.627719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:06.627752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:06.750278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:06.750436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:06.750475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:06.750503] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:06.753875] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=93.82%)
[2025-12-15T20:25:06.754149] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-15T20:25:06.754274] [INFO ] [sig       ] JBND: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:06.893541] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JBND.txt
[2025-12-15T20:25:06.893690] [INFO ] [sig       ] [1762/3591] Completed JBND in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-15T20:25:06.893731] [INFO ] [sig       ] [1763/3591] Forecasting JBSS...
[2025-12-15T20:25:06.893761] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-15T20:25:06.893791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-15T20:25:06.905910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-15T20:25:06.906304] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-15T20:25:06.907103] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-15T20:25:06.907166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:06.907202] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:06.907230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:06.907287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:06.966702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:06.967498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:06.967599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:06.967636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:07.093184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:07.093336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:07.093375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:07.093409] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:07.096842] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-12-15T20:25:07.097123] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-15T20:25:07.097245] [INFO ] [sig       ] JBSS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:07.242710] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JBSS.txt
[2025-12-15T20:25:07.242884] [INFO ] [sig       ] [1763/3591] Completed JBSS in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-15T20:25:07.242942] [INFO ] [sig       ] [1764/3591] Forecasting JCE...
[2025-12-15T20:25:07.242974] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-15T20:25:07.243012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-15T20:25:07.253735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-15T20:25:07.254059] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-15T20:25:07.254870] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-15T20:25:07.254921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:07.254951] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:07.254977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:07.255032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:07.310304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:07.310907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:07.310981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:07.311014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:07.431684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:07.431849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:07.431888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:07.431917] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:07.435166] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: UP (p=68.74%)
[2025-12-15T20:25:07.435439] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-15T20:25:07.435558] [INFO ] [sig       ] JCE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:07.586019] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JCE.txt
[2025-12-15T20:25:07.586176] [INFO ] [sig       ] [1764/3591] Completed JCE in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-15T20:25:07.586216] [INFO ] [sig       ] [1765/3591] Forecasting JCI...
[2025-12-15T20:25:07.586246] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-15T20:25:07.586277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-15T20:25:07.597436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-15T20:25:07.597773] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-15T20:25:07.598507] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-15T20:25:07.598557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:07.598618] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:07.598647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:07.598703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:07.654645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:07.655252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:07.655332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:07.655365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:07.776888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:07.777078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:07.777141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:07.777180] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:07.780669] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-15T20:25:07.780947] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-15T20:25:07.781092] [INFO ] [sig       ] JCI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:07.919201] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JCI.txt
[2025-12-15T20:25:07.919336] [INFO ] [sig       ] [1765/3591] Completed JCI in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-15T20:25:07.919376] [INFO ] [sig       ] [1766/3591] Forecasting JD...
[2025-12-15T20:25:07.919405] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-15T20:25:07.919435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-15T20:25:07.930707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-15T20:25:07.931033] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-15T20:25:07.931792] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-15T20:25:07.931843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:07.931875] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:07.931902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:07.931957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:07.990503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:07.991160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:07.991238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:07.991270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:08.108660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:08.108810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:08.108847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:08.108875] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:08.112202] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: DOWN (p=23.98%)
[2025-12-15T20:25:08.112486] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-15T20:25:08.112626] [INFO ] [sig       ] JD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:08.249922] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JD.txt
[2025-12-15T20:25:08.250052] [INFO ] [sig       ] [1766/3591] Completed JD in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-15T20:25:08.250092] [INFO ] [sig       ] [1767/3591] Forecasting JDZG...
[2025-12-15T20:25:08.250121] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-15T20:25:08.250150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-15T20:25:08.261151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-15T20:25:08.261471] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-15T20:25:08.262216] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-15T20:25:08.262268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:08.262327] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:08.262356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:08.262412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:08.317906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:08.318508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:08.318602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:08.318637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:08.436737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:08.436891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:08.436931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:08.436976] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:08.440270] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-12-15T20:25:08.440546] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-15T20:25:08.440702] [INFO ] [sig       ] JDZG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:08.579652] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JDZG.txt
[2025-12-15T20:25:08.579806] [INFO ] [sig       ] [1767/3591] Completed JDZG in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-15T20:25:08.579853] [INFO ] [sig       ] [1768/3591] Forecasting JEF...
[2025-12-15T20:25:08.579882] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-15T20:25:08.579910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-15T20:25:08.590768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-15T20:25:08.591073] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-15T20:25:08.591830] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-15T20:25:08.591880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:08.591911] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:08.591938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:08.591993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:08.648152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:08.648815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:08.648890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:08.648922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:08.774061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:08.774222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:08.774267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:08.774299] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:08.777756] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-15T20:25:08.778041] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-15T20:25:08.778168] [INFO ] [sig       ] JEF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:08.916875] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JEF.txt
[2025-12-15T20:25:08.916999] [INFO ] [sig       ] [1768/3591] Completed JEF in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-15T20:25:08.917046] [INFO ] [sig       ] [1769/3591] Forecasting JELD...
[2025-12-15T20:25:08.917081] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-15T20:25:08.917114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-15T20:25:08.928749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-15T20:25:08.929087] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-15T20:25:08.929873] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-15T20:25:08.929924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:08.929956] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:08.929983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:08.930039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:08.986218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:08.986844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:08.986946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:08.986982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:09.109456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:09.109645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:09.109687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:09.109714] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:09.113087] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-15T20:25:09.113359] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-15T20:25:09.113486] [INFO ] [sig       ] JELD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:09.251555] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JELD.txt
[2025-12-15T20:25:09.251711] [INFO ] [sig       ] [1769/3591] Completed JELD in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-15T20:25:09.251751] [INFO ] [sig       ] [1770/3591] Forecasting JEPQ...
[2025-12-15T20:25:09.251781] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-15T20:25:09.251811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-15T20:25:09.262786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-15T20:25:09.263092] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-15T20:25:09.263856] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-15T20:25:09.263906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:09.263938] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:09.263964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:09.264020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:09.319069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:09.319930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:09.320017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:09.320049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:09.445450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:09.445624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:09.445667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:09.445731] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:09.449153] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-12-15T20:25:09.449433] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-15T20:25:09.449567] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:09.593781] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JEPQ.txt
[2025-12-15T20:25:09.593955] [INFO ] [sig       ] [1770/3591] Completed JEPQ in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-15T20:25:09.593996] [INFO ] [sig       ] [1771/3591] Forecasting JFIN...
[2025-12-15T20:25:09.594027] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-15T20:25:09.594057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-15T20:25:09.606009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-15T20:25:09.606388] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-15T20:25:09.607196] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-15T20:25:09.607250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:09.607298] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:09.607327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:09.607385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:09.664945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:09.665808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:09.665913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:09.665949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:09.788229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:09.788381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:09.788421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:09.788456] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:09.792009] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-12-15T20:25:09.792286] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-15T20:25:09.792410] [INFO ] [sig       ] JFIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:09.932358] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JFIN.txt
[2025-12-15T20:25:09.932532] [INFO ] [sig       ] [1771/3591] Completed JFIN in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-15T20:25:09.932600] [INFO ] [sig       ] [1772/3591] Forecasting JGLO...
[2025-12-15T20:25:09.932632] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-15T20:25:09.932661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-15T20:25:09.944031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-15T20:25:09.944406] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-15T20:25:09.945190] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-15T20:25:09.945243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:09.945276] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:09.945303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:09.945359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:10.002089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:10.003074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:10.003174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:10.003217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:10.129254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:10.129409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:10.129448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:10.129478] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:10.132837] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-15T20:25:10.133108] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-15T20:25:10.133227] [INFO ] [sig       ] JGLO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:10.273063] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JGLO.txt
[2025-12-15T20:25:10.273226] [INFO ] [sig       ] [1772/3591] Completed JGLO in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-15T20:25:10.273267] [INFO ] [sig       ] [1773/3591] Forecasting JHG...
[2025-12-15T20:25:10.273297] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-15T20:25:10.273328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-15T20:25:10.284966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-15T20:25:10.285374] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-15T20:25:10.286172] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-15T20:25:10.286223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:10.286255] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:10.286281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:10.286337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:10.341689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:10.342454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:10.342545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:10.342595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:10.461349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:10.461505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:10.461544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:10.461590] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:10.464837] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-15T20:25:10.465104] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-15T20:25:10.465222] [INFO ] [sig       ] JHG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:10.607332] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JHG.txt
[2025-12-15T20:25:10.607468] [INFO ] [sig       ] [1773/3591] Completed JHG in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-15T20:25:10.607510] [INFO ] [sig       ] [1774/3591] Forecasting JHI...
[2025-12-15T20:25:10.607539] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-15T20:25:10.607584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-15T20:25:10.618332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-15T20:25:10.618687] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-15T20:25:10.619475] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-15T20:25:10.619537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:10.619599] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:10.619630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:10.619687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:10.676958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:10.677860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:10.677960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:10.677995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:10.788851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:10.789030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:10.789072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:10.789103] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:10.792495] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-12-15T20:25:10.792798] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-15T20:25:10.792922] [INFO ] [sig       ] JHI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:10.935958] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JHI.txt
[2025-12-15T20:25:10.936091] [INFO ] [sig       ] [1774/3591] Completed JHI in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-15T20:25:10.936131] [INFO ] [sig       ] [1775/3591] Forecasting JHX...
[2025-12-15T20:25:10.936168] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-15T20:25:10.936202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-15T20:25:10.948425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-15T20:25:10.948878] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-15T20:25:10.949765] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-15T20:25:10.949818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:10.949850] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:10.949877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:10.949933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:11.008676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:11.009801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:11.009889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:11.009922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:11.128763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:11.128924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:11.128985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:11.129015] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:11.132325] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=50.23%)
[2025-12-15T20:25:11.132617] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-15T20:25:11.132741] [INFO ] [sig       ] JHX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:11.275265] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JHX.txt
[2025-12-15T20:25:11.275409] [INFO ] [sig       ] [1775/3591] Completed JHX in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-15T20:25:11.275451] [INFO ] [sig       ] [1776/3591] Forecasting JILL...
[2025-12-15T20:25:11.275482] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-15T20:25:11.275513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-15T20:25:11.287484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-15T20:25:11.287834] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-15T20:25:11.288625] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-15T20:25:11.288686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:11.288721] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:11.288748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:11.288806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:11.345917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:11.346594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:11.346675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:11.346709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:11.465562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:11.465737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:11.465776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:11.465807] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:11.469293] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-15T20:25:11.469610] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-15T20:25:11.469745] [INFO ] [sig       ] JILL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:11.613408] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JILL.txt
[2025-12-15T20:25:11.613543] [INFO ] [sig       ] [1776/3591] Completed JILL in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-15T20:25:11.613603] [INFO ] [sig       ] [1777/3591] Forecasting JIVE...
[2025-12-15T20:25:11.613637] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-15T20:25:11.613668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-15T20:25:11.625725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-15T20:25:11.626119] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-15T20:25:11.626932] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-15T20:25:11.626983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:11.627013] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:11.627040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:11.627096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:11.682906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:11.683667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:11.683778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:11.683811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:11.799154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:11.799287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:11.799327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:11.799355] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:11.802733] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-15T20:25:11.803004] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-15T20:25:11.803127] [INFO ] [sig       ] JIVE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:11.941555] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JIVE.txt
[2025-12-15T20:25:11.941692] [INFO ] [sig       ] [1777/3591] Completed JIVE in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-15T20:25:11.941732] [INFO ] [sig       ] [1778/3591] Forecasting JJSF...
[2025-12-15T20:25:11.941763] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-15T20:25:11.941792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-15T20:25:11.953188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-15T20:25:11.953546] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-15T20:25:11.954351] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-15T20:25:11.954402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:11.954433] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:11.954460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:11.954518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:12.016261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:12.017040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:12.017128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:12.017163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:12.139283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:12.139435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:12.139477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:12.139525] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:12.142982] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-12-15T20:25:12.143256] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-15T20:25:12.143384] [INFO ] [sig       ] JJSF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:12.283455] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JJSF.txt
[2025-12-15T20:25:12.283603] [INFO ] [sig       ] [1778/3591] Completed JJSF in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-15T20:25:12.283645] [INFO ] [sig       ] [1779/3591] Forecasting JKHY...
[2025-12-15T20:25:12.283673] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-15T20:25:12.283704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-15T20:25:12.295709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-15T20:25:12.296046] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-15T20:25:12.296804] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-15T20:25:12.296856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:12.296888] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:12.296914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:12.296971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:12.354375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:12.355277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:12.355365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:12.355399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:12.476069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:12.476410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:12.476449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:12.476477] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:12.480312] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-15T20:25:12.480636] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-15T20:25:12.480762] [INFO ] [sig       ] JKHY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:12.621044] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JKHY.txt
[2025-12-15T20:25:12.621173] [INFO ] [sig       ] [1779/3591] Completed JKHY in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-15T20:25:12.621212] [INFO ] [sig       ] [1780/3591] Forecasting JKS...
[2025-12-15T20:25:12.621263] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-15T20:25:12.621295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-15T20:25:12.631710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-15T20:25:12.632055] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-15T20:25:12.632811] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-15T20:25:12.632863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:12.632895] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:12.632922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:12.632978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:12.689642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:12.690631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:12.690715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:12.690750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:12.811722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:12.811876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:12.811914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:12.811944] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:12.815279] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-15T20:25:12.815563] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-15T20:25:12.815711] [INFO ] [sig       ] JKS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:12.960015] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JKS.txt
[2025-12-15T20:25:12.960194] [INFO ] [sig       ] [1780/3591] Completed JKS in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-15T20:25:12.960237] [INFO ] [sig       ] [1781/3591] Forecasting JLL...
[2025-12-15T20:25:12.960267] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-15T20:25:12.960302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-15T20:25:12.971799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-15T20:25:12.972184] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-15T20:25:12.972987] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-15T20:25:12.973039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:12.973072] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:12.973100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:12.973158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:13.030838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:13.031852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:13.031964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:13.032010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:13.158358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:13.158519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:13.158559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:13.158610] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:13.162077] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-15T20:25:13.162360] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-15T20:25:13.162496] [INFO ] [sig       ] JLL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:13.304767] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JLL.txt
[2025-12-15T20:25:13.304920] [INFO ] [sig       ] [1781/3591] Completed JLL in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-15T20:25:13.304961] [INFO ] [sig       ] [1782/3591] Forecasting JLS...
[2025-12-15T20:25:13.304990] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-15T20:25:13.305022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-15T20:25:13.316334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-15T20:25:13.316747] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-15T20:25:13.317494] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-15T20:25:13.317545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:13.317605] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:13.317636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:13.317707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:13.373935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:13.374818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:13.374899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:13.374933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:13.485514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:13.485691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:13.485735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:13.485764] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:13.489233] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-12-15T20:25:13.489524] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-15T20:25:13.489696] [INFO ] [sig       ] JLS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:13.633841] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JLS.txt
[2025-12-15T20:25:13.633996] [INFO ] [sig       ] [1782/3591] Completed JLS in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-15T20:25:13.634037] [INFO ] [sig       ] [1783/3591] Forecasting JMIA...
[2025-12-15T20:25:13.634066] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-15T20:25:13.634097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-15T20:25:13.645434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-15T20:25:13.645830] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-15T20:25:13.646607] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-15T20:25:13.646659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:13.646692] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:13.646719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:13.646776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:13.703686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:13.704524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:13.704625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:13.704660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:13.827301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:13.827454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:13.827495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:13.827530] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:13.830988] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=49.39%)
[2025-12-15T20:25:13.831276] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-15T20:25:13.831401] [INFO ] [sig       ] JMIA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:13.976168] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JMIA.txt
[2025-12-15T20:25:13.976314] [INFO ] [sig       ] [1783/3591] Completed JMIA in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-15T20:25:13.976353] [INFO ] [sig       ] [1784/3591] Forecasting JMSB...
[2025-12-15T20:25:13.976382] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-15T20:25:13.976412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-15T20:25:13.986657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-15T20:25:13.987013] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-15T20:25:13.987771] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-15T20:25:13.987837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:13.987892] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:13.987927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:13.988000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:14.044994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:14.045859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:14.045944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:14.045978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:14.156356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:14.156517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:14.156558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:14.156606] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:14.160271] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-15T20:25:14.160560] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-15T20:25:14.160730] [INFO ] [sig       ] JMSB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:14.302850] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JMSB.txt
[2025-12-15T20:25:14.302987] [INFO ] [sig       ] [1784/3591] Completed JMSB in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-15T20:25:14.303026] [INFO ] [sig       ] [1785/3591] Forecasting JNJ...
[2025-12-15T20:25:14.303055] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-15T20:25:14.303085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-15T20:25:14.314073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-15T20:25:14.314371] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-15T20:25:14.315150] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-15T20:25:14.315201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:14.315232] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:14.315258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:14.315314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:14.372019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:14.372746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:14.372843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:14.372877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:14.505408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:14.505553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:14.505610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:14.505639] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:14.508975] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=38.84%)
[2025-12-15T20:25:14.509249] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-15T20:25:14.509368] [INFO ] [sig       ] JNJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:14.649174] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JNJ.txt
[2025-12-15T20:25:14.649329] [INFO ] [sig       ] [1785/3591] Completed JNJ in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-15T20:25:14.649370] [INFO ] [sig       ] [1786/3591] Forecasting JOBY...
[2025-12-15T20:25:14.649401] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-15T20:25:14.649433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-15T20:25:14.661343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-15T20:25:14.661766] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-15T20:25:14.662549] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-15T20:25:14.662632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:14.662672] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:14.662703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:14.662760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:14.722453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:14.723333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:14.723416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:14.723449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:14.849056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:14.849222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:14.849263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:14.849292] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:14.852657] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=53.15%)
[2025-12-15T20:25:14.852937] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-15T20:25:14.853060] [INFO ] [sig       ] JOBY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:14.991436] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JOBY.txt
[2025-12-15T20:25:14.991618] [INFO ] [sig       ] [1786/3591] Completed JOBY in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-15T20:25:14.991661] [INFO ] [sig       ] [1787/3591] Forecasting JOE...
[2025-12-15T20:25:14.991690] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-15T20:25:14.991722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-15T20:25:15.002357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-15T20:25:15.002751] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-15T20:25:15.003503] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-15T20:25:15.003554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:15.003603] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:15.003631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:15.003687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:15.058373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:15.059232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:15.059317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:15.059349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:15.180891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:15.181044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:15.181083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:15.181148] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:15.184448] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-15T20:25:15.184761] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-15T20:25:15.184886] [INFO ] [sig       ] JOE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:15.323138] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JOE.txt
[2025-12-15T20:25:15.323302] [INFO ] [sig       ] [1787/3591] Completed JOE in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-15T20:25:15.323344] [INFO ] [sig       ] [1788/3591] Forecasting JOF...
[2025-12-15T20:25:15.323373] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-15T20:25:15.323406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-15T20:25:15.334326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-15T20:25:15.334744] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-15T20:25:15.335502] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-15T20:25:15.335555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:15.335607] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:15.335656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:15.335718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:15.390800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:15.391645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:15.391731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:15.391764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:15.506805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:15.506960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:15.507000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:15.507029] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:15.510297] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-15T20:25:15.510597] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-15T20:25:15.510720] [INFO ] [sig       ] JOF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:15.650547] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JOF.txt
[2025-12-15T20:25:15.650720] [INFO ] [sig       ] [1788/3591] Completed JOF in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-15T20:25:15.650761] [INFO ] [sig       ] [1789/3591] Forecasting JPC...
[2025-12-15T20:25:15.650790] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-15T20:25:15.650822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-15T20:25:15.661812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-15T20:25:15.662185] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-15T20:25:15.662973] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-15T20:25:15.663025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:15.663056] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:15.663083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:15.663140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:15.719593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:15.720413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:15.720498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:15.720529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:15.837507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:15.837679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:15.837721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:15.837751] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:15.841113] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2025-12-15T20:25:15.841410] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-15T20:25:15.841535] [INFO ] [sig       ] JPC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:15.979023] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JPC.txt
[2025-12-15T20:25:15.979157] [INFO ] [sig       ] [1789/3591] Completed JPC in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-15T20:25:15.979196] [INFO ] [sig       ] [1790/3591] Forecasting JPEF...
[2025-12-15T20:25:15.979224] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-15T20:25:15.979255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-15T20:25:15.990024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-15T20:25:15.990354] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-15T20:25:15.991166] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-15T20:25:15.991219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:15.991250] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:15.991275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:15.991332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:16.045892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:16.046468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:16.046544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:16.046593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:16.164143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:16.164276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:16.164315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:16.164342] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:16.167610] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-15T20:25:16.167881] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-15T20:25:16.168021] [INFO ] [sig       ] JPEF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:16.305535] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JPEF.txt
[2025-12-15T20:25:16.305710] [INFO ] [sig       ] [1790/3591] Completed JPEF in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-15T20:25:16.305749] [INFO ] [sig       ] [1791/3591] Forecasting JPM...
[2025-12-15T20:25:16.305777] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-15T20:25:16.305808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-15T20:25:16.316935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-15T20:25:16.317330] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-15T20:25:16.318169] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-15T20:25:16.318222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:16.318255] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:16.318281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:16.318341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:16.373470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:16.374301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:16.374382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:16.374413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:16.497348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:16.497516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:16.497556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:16.497604] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:16.500902] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-15T20:25:16.501187] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-15T20:25:16.501310] [INFO ] [sig       ] JPM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:16.639116] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JPM.txt
[2025-12-15T20:25:16.639266] [INFO ] [sig       ] [1791/3591] Completed JPM in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:16.639307] [INFO ] [sig       ] [1792/3591] Forecasting JQC...
[2025-12-15T20:25:16.639336] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-15T20:25:16.639367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-15T20:25:16.650199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-15T20:25:16.650595] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-15T20:25:16.651400] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-15T20:25:16.651452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:16.651484] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:16.651510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:16.651568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:16.706661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:16.707465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:16.707549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:16.707603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:16.833308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:16.833489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:16.833532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:16.833560] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:16.837095] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-15T20:25:16.837381] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-15T20:25:16.837503] [INFO ] [sig       ] JQC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:16.976072] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JQC.txt
[2025-12-15T20:25:16.976216] [INFO ] [sig       ] [1792/3591] Completed JQC in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:16.976256] [INFO ] [sig       ] [1793/3591] Forecasting JRI...
[2025-12-15T20:25:16.976285] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-15T20:25:16.976345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-15T20:25:16.988023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-15T20:25:16.988400] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-15T20:25:16.989202] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-15T20:25:16.989252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:16.989282] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:16.989307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:16.989361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:17.044710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:17.045614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:17.045697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:17.045728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:17.160437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:17.160610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:17.160651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:17.160679] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:17.164022] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-15T20:25:17.164299] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-15T20:25:17.164422] [INFO ] [sig       ] JRI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:17.302045] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JRI.txt
[2025-12-15T20:25:17.302189] [INFO ] [sig       ] [1793/3591] Completed JRI in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:17.302229] [INFO ] [sig       ] [1794/3591] Forecasting JRS...
[2025-12-15T20:25:17.302258] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-15T20:25:17.302290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-15T20:25:17.315776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-15T20:25:17.316214] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-15T20:25:17.317051] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-15T20:25:17.317104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:17.317135] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:17.317163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:17.317218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:17.383347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:17.384467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:17.384658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:17.384710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:17.516173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:17.516331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:17.516371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:17.516401] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:17.519877] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-15T20:25:17.520346] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-15T20:25:17.520471] [INFO ] [sig       ] JRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:17.662378] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JRS.txt
[2025-12-15T20:25:17.662519] [INFO ] [sig       ] [1794/3591] Completed JRS in 0.4s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:17.662559] [INFO ] [sig       ] [1795/3591] Forecasting JSM...
[2025-12-15T20:25:17.662607] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-15T20:25:17.662639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-15T20:25:17.673661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-15T20:25:17.674038] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-15T20:25:17.674904] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-15T20:25:17.674957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:17.675006] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:17.675040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:17.675107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:17.731842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:17.732731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:17.732830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:17.732875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:17.853790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:17.853953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:17.853995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:17.854025] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:17.857516] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=52.97%)
[2025-12-15T20:25:17.857840] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-15T20:25:17.857965] [INFO ] [sig       ] JSM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:18.003329] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JSM.txt
[2025-12-15T20:25:18.003497] [INFO ] [sig       ] [1795/3591] Completed JSM in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:18.003544] [INFO ] [sig       ] [1796/3591] Forecasting JSMD...
[2025-12-15T20:25:18.003590] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-15T20:25:18.003624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-15T20:25:18.014849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-15T20:25:18.015168] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-15T20:25:18.015925] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-15T20:25:18.015977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:18.016009] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:18.016036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:18.016092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:18.072557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:18.073279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:18.073367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:18.073405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:18.194917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:18.195070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:18.195110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:18.195139] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:18.198440] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-15T20:25:18.198725] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-15T20:25:18.198847] [INFO ] [sig       ] JSMD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:18.342538] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JSMD.txt
[2025-12-15T20:25:18.342736] [INFO ] [sig       ] [1796/3591] Completed JSMD in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:18.342782] [INFO ] [sig       ] [1797/3591] Forecasting JSML...
[2025-12-15T20:25:18.342818] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-15T20:25:18.342852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-15T20:25:18.354343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-15T20:25:18.354784] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-15T20:25:18.355608] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-15T20:25:18.355661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:18.355694] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:18.355720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:18.355776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:18.413125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:18.413825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:18.413902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:18.413934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:18.532328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:18.532482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:18.532524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:18.532553] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:18.535993] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-15T20:25:18.536267] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-15T20:25:18.536390] [INFO ] [sig       ] JSML: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:18.680634] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JSML.txt
[2025-12-15T20:25:18.680825] [INFO ] [sig       ] [1797/3591] Completed JSML in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:18.680867] [INFO ] [sig       ] [1798/3591] Forecasting JTAI...
[2025-12-15T20:25:18.680897] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-15T20:25:18.680927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-15T20:25:18.692084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-15T20:25:18.692398] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-15T20:25:18.693179] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-15T20:25:18.693230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:18.693261] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:18.693288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:18.693344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:18.748456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:18.749088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:18.749164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:18.749196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:18.868197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:18.868342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:18.868380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:18.868408] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:18.871692] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-15T20:25:18.871988] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-15T20:25:18.872110] [INFO ] [sig       ] JTAI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:19.010653] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JTAI.txt
[2025-12-15T20:25:19.010818] [INFO ] [sig       ] [1798/3591] Completed JTAI in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:19.010865] [INFO ] [sig       ] [1799/3591] Forecasting JTEK...
[2025-12-15T20:25:19.010895] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-15T20:25:19.010926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-15T20:25:19.022348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-15T20:25:19.022746] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-15T20:25:19.023497] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-15T20:25:19.023548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:19.023602] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:19.023638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:19.023707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:19.081131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:19.082020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:19.082109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:19.082142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:19.204542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:19.204710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:19.204751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:19.204780] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:19.208088] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=60.60%)
[2025-12-15T20:25:19.208378] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-15T20:25:19.208502] [INFO ] [sig       ] JTEK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:19.350934] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JTEK.txt
[2025-12-15T20:25:19.351096] [INFO ] [sig       ] [1799/3591] Completed JTEK in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:19.351136] [INFO ] [sig       ] [1800/3591] Forecasting JVA...
[2025-12-15T20:25:19.351167] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-15T20:25:19.351199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-15T20:25:19.362238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-15T20:25:19.362638] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-15T20:25:19.363398] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-15T20:25:19.363449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:19.363482] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:19.363508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:19.363563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:19.427931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:19.428818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:19.428901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:19.428935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:19.550724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:19.551004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:19.551045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:19.551077] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:19.554583] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=55.49%)
[2025-12-15T20:25:19.554879] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-15T20:25:19.555009] [INFO ] [sig       ] JVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:19.703376] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/JVA.txt
[2025-12-15T20:25:19.703534] [INFO ] [sig       ] [1800/3591] Completed JVA in 0.4s | 2.93 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-15T20:25:19.703606] [INFO ] [sig       ] [1801/3591] Forecasting JXN...
[2025-12-15T20:25:19.703640] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-15T20:25:19.703688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-15T20:25:19.715778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-15T20:25:19.716144] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-15T20:25:19.716973] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-15T20:25:19.717025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:19.717082] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:19.717111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:19.717166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:19.775071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:19.775903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:19.775984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:19.776018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:19.902928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:19.903084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:19.903123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:19.903151] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:19.906450] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-15T20:25:19.906746] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-15T20:25:19.906872] [INFO ] [sig       ] JXN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:20.046952] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/JXN.txt
[2025-12-15T20:25:20.047097] [INFO ] [sig       ] [1801/3591] Completed JXN in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-15T20:25:20.047137] [INFO ] [sig       ] [1802/3591] Forecasting KAI...
[2025-12-15T20:25:20.047167] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-15T20:25:20.047198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-15T20:25:20.058491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-15T20:25:20.058849] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-15T20:25:20.059672] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-15T20:25:20.059724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:20.059755] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:20.059781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:20.059837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:20.114491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:20.115090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:20.115164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:20.115195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:20.233628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:20.233775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:20.233814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:20.233876] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:20.237141] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-12-15T20:25:20.237409] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-15T20:25:20.237526] [INFO ] [sig       ] KAI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:20.376488] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KAI.txt
[2025-12-15T20:25:20.376632] [INFO ] [sig       ] [1802/3591] Completed KAI in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-15T20:25:20.376673] [INFO ] [sig       ] [1803/3591] Forecasting KARO...
[2025-12-15T20:25:20.376704] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-15T20:25:20.376732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-15T20:25:20.388213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-15T20:25:20.388532] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-15T20:25:20.389343] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-15T20:25:20.389394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:20.389425] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:20.389451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:20.389506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:20.444136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:20.444902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:20.444983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:20.445016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:20.565270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:20.565424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:20.565463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:20.565491] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:20.568804] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=61.80%)
[2025-12-15T20:25:20.569086] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-15T20:25:20.569208] [INFO ] [sig       ] KARO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:20.708049] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KARO.txt
[2025-12-15T20:25:20.708178] [INFO ] [sig       ] [1803/3591] Completed KARO in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-15T20:25:20.708216] [INFO ] [sig       ] [1804/3591] Forecasting KB...
[2025-12-15T20:25:20.708246] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-15T20:25:20.708276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-15T20:25:20.719308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-15T20:25:20.719675] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-15T20:25:20.720410] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-15T20:25:20.720460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:20.720490] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:20.720515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:20.720595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:20.776392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:20.777034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:20.777110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:20.777162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:20.898223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:20.898370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:20.898409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:20.898468] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:20.901794] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-12-15T20:25:20.902062] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-15T20:25:20.902181] [INFO ] [sig       ] KB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:21.041639] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KB.txt
[2025-12-15T20:25:21.041793] [INFO ] [sig       ] [1804/3591] Completed KB in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-15T20:25:21.041833] [INFO ] [sig       ] [1805/3591] Forecasting KBH...
[2025-12-15T20:25:21.041863] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-15T20:25:21.041895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-15T20:25:21.054073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-15T20:25:21.054393] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-15T20:25:21.055159] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-15T20:25:21.055210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:21.055240] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:21.055266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:21.055322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:21.109951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:21.110567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:21.110660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:21.110691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:21.228236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:21.228381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:21.228420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:21.228448] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:21.231726] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=33.99%)
[2025-12-15T20:25:21.232000] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-15T20:25:21.232123] [INFO ] [sig       ] KBH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:21.368665] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KBH.txt
[2025-12-15T20:25:21.368800] [INFO ] [sig       ] [1805/3591] Completed KBH in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-15T20:25:21.368840] [INFO ] [sig       ] [1806/3591] Forecasting KBWB...
[2025-12-15T20:25:21.368869] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-15T20:25:21.368899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-15T20:25:21.380640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-15T20:25:21.380998] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-15T20:25:21.381761] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-15T20:25:21.381811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:21.381843] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:21.381884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:21.381941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:21.437239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:21.437863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:21.437941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:21.437973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:21.559938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:21.560088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:21.560128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:21.560157] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:21.564193] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-12-15T20:25:21.564471] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-15T20:25:21.564613] [INFO ] [sig       ] KBWB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:21.704081] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KBWB.txt
[2025-12-15T20:25:21.704247] [INFO ] [sig       ] [1806/3591] Completed KBWB in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-15T20:25:21.704286] [INFO ] [sig       ] [1807/3591] Forecasting KBWD...
[2025-12-15T20:25:21.704316] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-15T20:25:21.704347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-15T20:25:21.716557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-15T20:25:21.716966] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-15T20:25:21.717773] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-15T20:25:21.717825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:21.717856] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:21.717885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:21.717940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:21.775377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:21.776178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:21.776260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:21.776293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:21.900417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:21.900587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:21.900630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:21.900660] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:21.904054] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=50.49%)
[2025-12-15T20:25:21.904329] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-15T20:25:21.904454] [INFO ] [sig       ] KBWD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:22.049221] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KBWD.txt
[2025-12-15T20:25:22.049380] [INFO ] [sig       ] [1807/3591] Completed KBWD in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-15T20:25:22.049419] [INFO ] [sig       ] [1808/3591] Forecasting KBWP...
[2025-12-15T20:25:22.049448] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-15T20:25:22.049479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-15T20:25:22.061700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-15T20:25:22.062119] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-15T20:25:22.062928] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-15T20:25:22.062978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:22.063009] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:22.063036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:22.063092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:22.121855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:22.122789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:22.122874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:22.122906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:22.236176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:22.236330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:22.236370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:22.236401] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:22.239795] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-15T20:25:22.240078] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-15T20:25:22.240203] [INFO ] [sig       ] KBWP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:22.376918] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KBWP.txt
[2025-12-15T20:25:22.377069] [INFO ] [sig       ] [1808/3591] Completed KBWP in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-15T20:25:22.377110] [INFO ] [sig       ] [1809/3591] Forecasting KBWY...
[2025-12-15T20:25:22.377139] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-15T20:25:22.377170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-15T20:25:22.388425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-15T20:25:22.388764] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-15T20:25:22.389529] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-15T20:25:22.389596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:22.389629] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:22.389654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:22.389710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:22.447569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:22.448255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:22.448334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:22.448365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:22.565518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:22.565699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:22.565749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:22.565788] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:22.569464] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-15T20:25:22.569769] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-15T20:25:22.569906] [INFO ] [sig       ] KBWY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:22.709412] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KBWY.txt
[2025-12-15T20:25:22.709597] [INFO ] [sig       ] [1809/3591] Completed KBWY in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-15T20:25:22.709639] [INFO ] [sig       ] [1810/3591] Forecasting KC...
[2025-12-15T20:25:22.709669] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-15T20:25:22.709707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-15T20:25:22.721048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-15T20:25:22.721444] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-15T20:25:22.722235] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-15T20:25:22.722285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:22.722315] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:22.722340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:22.722395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:22.778864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:22.779769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:22.779849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:22.779882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:22.908726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:22.908895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:22.908936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:22.908977] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:22.912419] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=38.98%)
[2025-12-15T20:25:22.912710] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-15T20:25:22.912839] [INFO ] [sig       ] KC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:23.049738] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KC.txt
[2025-12-15T20:25:23.049894] [INFO ] [sig       ] [1810/3591] Completed KC in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-15T20:25:23.049935] [INFO ] [sig       ] [1811/3591] Forecasting KD...
[2025-12-15T20:25:23.049964] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-15T20:25:23.049996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-15T20:25:23.061407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-15T20:25:23.061796] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-15T20:25:23.062542] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-15T20:25:23.062611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:23.062643] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:23.062670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:23.062726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:23.117186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:23.117827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:23.117929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:23.117963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:23.235964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:23.236115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:23.236154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:23.236183] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:23.239487] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=67.57%)
[2025-12-15T20:25:23.239789] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-15T20:25:23.239926] [INFO ] [sig       ] KD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:23.377185] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KD.txt
[2025-12-15T20:25:23.377370] [INFO ] [sig       ] [1811/3591] Completed KD in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-15T20:25:23.377424] [INFO ] [sig       ] [1812/3591] Forecasting KDP...
[2025-12-15T20:25:23.377457] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-15T20:25:23.377490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-15T20:25:23.389657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-15T20:25:23.390083] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-15T20:25:23.390927] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-15T20:25:23.390981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:23.391013] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:23.391041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:23.391098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:23.451778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:23.452781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:23.452890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:23.452924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:23.619038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:23.619203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:23.619245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:23.619273] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:23.623495] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-15T20:25:23.623998] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-15T20:25:23.624173] [INFO ] [sig       ] KDP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:23.782318] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KDP.txt
[2025-12-15T20:25:23.782497] [INFO ] [sig       ] [1812/3591] Completed KDP in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-15T20:25:23.782540] [INFO ] [sig       ] [1813/3591] Forecasting KE...
[2025-12-15T20:25:23.782592] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-15T20:25:23.782629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-15T20:25:23.798224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-15T20:25:23.798918] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-15T20:25:23.800088] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-15T20:25:23.800160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:23.800197] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:23.800224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:23.800285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:23.860827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:23.862171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:23.862308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:23.862347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:24.032596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:24.032787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:24.032837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:24.032874] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:24.037556] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-12-15T20:25:24.038039] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-15T20:25:24.038206] [INFO ] [sig       ] KE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:24.229096] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KE.txt
[2025-12-15T20:25:24.229312] [INFO ] [sig       ] [1813/3591] Completed KE in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-15T20:25:24.229365] [INFO ] [sig       ] [1814/3591] Forecasting KELYA...
[2025-12-15T20:25:24.229407] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-15T20:25:24.229446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-15T20:25:24.250656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-15T20:25:24.251185] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-15T20:25:24.252403] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-15T20:25:24.252479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:24.252534] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:24.252608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:24.252707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:24.340161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:24.341236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:24.341343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:24.341382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:24.499719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:24.499950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:24.500011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:24.500052] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:24.504954] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=66.22%)
[2025-12-15T20:25:24.505370] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-15T20:25:24.505559] [INFO ] [sig       ] KELYA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:24.728109] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KELYA.txt
[2025-12-15T20:25:24.728377] [INFO ] [sig       ] [1814/3591] Completed KELYA in 0.5s | 2.93 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-15T20:25:24.728448] [INFO ] [sig       ] [1815/3591] Forecasting KEN...
[2025-12-15T20:25:24.728497] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-15T20:25:24.728551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-15T20:25:24.744161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-15T20:25:24.744712] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-15T20:25:24.745965] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-15T20:25:24.746032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:24.746085] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:24.746133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:24.746232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:24.832676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:24.833561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:24.833698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:24.833734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:24.958594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:24.958785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:24.958829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:24.958858] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:24.962608] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=52.15%)
[2025-12-15T20:25:24.962927] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-15T20:25:24.963072] [INFO ] [sig       ] KEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:25.112403] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KEN.txt
[2025-12-15T20:25:25.112554] [INFO ] [sig       ] [1815/3591] Completed KEN in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-15T20:25:25.112644] [INFO ] [sig       ] [1816/3591] Forecasting KEP...
[2025-12-15T20:25:25.112678] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-15T20:25:25.112712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-15T20:25:25.124543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-15T20:25:25.124920] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-15T20:25:25.125762] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-15T20:25:25.125814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:25.125845] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:25.125872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:25.125928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:25.181101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:25.181711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:25.181790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:25.181821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:25.305702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:25.305889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:25.305929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:25.305957] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:25.309445] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-15T20:25:25.309740] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-15T20:25:25.309864] [INFO ] [sig       ] KEP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:25.447830] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KEP.txt
[2025-12-15T20:25:25.448004] [INFO ] [sig       ] [1816/3591] Completed KEP in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-15T20:25:25.448047] [INFO ] [sig       ] [1817/3591] Forecasting KEX...
[2025-12-15T20:25:25.448076] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-15T20:25:25.448107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-15T20:25:25.460065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-15T20:25:25.460482] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-15T20:25:25.461316] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-15T20:25:25.461367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:25.461399] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:25.461426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:25.461482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:25.516677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:25.517523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:25.517620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:25.517654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:25.640354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:25.640502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:25.640541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:25.640586] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:25.643891] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-15T20:25:25.644155] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-15T20:25:25.644275] [INFO ] [sig       ] KEX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:25.781833] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KEX.txt
[2025-12-15T20:25:25.781967] [INFO ] [sig       ] [1817/3591] Completed KEX in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-15T20:25:25.782017] [INFO ] [sig       ] [1818/3591] Forecasting KEYS...
[2025-12-15T20:25:25.782048] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-15T20:25:25.782078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-15T20:25:25.793595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-15T20:25:25.793936] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-15T20:25:25.794709] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-15T20:25:25.794760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:25.794818] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:25.794846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:25.794902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:25.850597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:25.851420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:25.851503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:25.851535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:25.983716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:25.983890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:25.983937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:25.983968] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:25.987670] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-15T20:25:25.987988] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-15T20:25:25.988123] [INFO ] [sig       ] KEYS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:26.134046] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KEYS.txt
[2025-12-15T20:25:26.134203] [INFO ] [sig       ] [1818/3591] Completed KEYS in 0.4s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-15T20:25:26.134254] [INFO ] [sig       ] [1819/3591] Forecasting KFS...
[2025-12-15T20:25:26.134299] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-15T20:25:26.134340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-15T20:25:26.146358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-15T20:25:26.146798] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-15T20:25:26.147629] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-15T20:25:26.147681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:26.147728] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:26.147756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:26.147823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:26.206894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:26.208213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:26.208402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:26.208435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:26.324041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:26.324205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:26.324246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:26.324275] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:26.327596] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=67.79%)
[2025-12-15T20:25:26.327882] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-15T20:25:26.328010] [INFO ] [sig       ] KFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:26.468225] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KFS.txt
[2025-12-15T20:25:26.468384] [INFO ] [sig       ] [1819/3591] Completed KFS in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-15T20:25:26.468425] [INFO ] [sig       ] [1820/3591] Forecasting KFY...
[2025-12-15T20:25:26.468455] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-15T20:25:26.468487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-15T20:25:26.481436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-15T20:25:26.481841] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-15T20:25:26.482664] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-15T20:25:26.482716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:26.482749] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:26.482776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:26.482832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:26.539502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:26.540390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:26.540475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:26.540508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:26.658859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:26.659054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:26.659094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:26.659122] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:26.662654] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-15T20:25:26.662970] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-15T20:25:26.663108] [INFO ] [sig       ] KFY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:26.805778] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KFY.txt
[2025-12-15T20:25:26.805921] [INFO ] [sig       ] [1820/3591] Completed KFY in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-15T20:25:26.805961] [INFO ] [sig       ] [1821/3591] Forecasting KGS...
[2025-12-15T20:25:26.805990] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-15T20:25:26.806020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-15T20:25:26.817367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-15T20:25:26.817770] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-15T20:25:26.818592] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-15T20:25:26.818654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:26.818699] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:26.818734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:26.818800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:26.878042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:26.878777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:26.878860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:26.878895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:27.008536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:27.008706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:27.008753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:27.008830] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:27.012387] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-12-15T20:25:27.012715] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-15T20:25:27.012848] [INFO ] [sig       ] KGS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:27.156932] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KGS.txt
[2025-12-15T20:25:27.157066] [INFO ] [sig       ] [1821/3591] Completed KGS in 0.4s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-15T20:25:27.157106] [INFO ] [sig       ] [1822/3591] Forecasting KHC...
[2025-12-15T20:25:27.157136] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-15T20:25:27.157167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-15T20:25:27.167882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-15T20:25:27.168221] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-15T20:25:27.169025] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-15T20:25:27.169082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:27.169118] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:27.169150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:27.169206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:27.225217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:27.225909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:27.226004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:27.226042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:27.350498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:27.350668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:27.350709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:27.350737] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:27.354118] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=64.51%)
[2025-12-15T20:25:27.354402] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-15T20:25:27.354546] [INFO ] [sig       ] KHC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:27.499601] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KHC.txt
[2025-12-15T20:25:27.499757] [INFO ] [sig       ] [1822/3591] Completed KHC in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-15T20:25:27.499798] [INFO ] [sig       ] [1823/3591] Forecasting KIDS...
[2025-12-15T20:25:27.499834] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-15T20:25:27.499868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-15T20:25:27.511418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-15T20:25:27.511788] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-15T20:25:27.512597] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-15T20:25:27.512647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:27.512678] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:27.512710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:27.512784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:27.570108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:27.570864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:27.570958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:27.570995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:27.693793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:27.693975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:27.694019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:27.694049] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:27.697379] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-15T20:25:27.697670] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-15T20:25:27.697791] [INFO ] [sig       ] KIDS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:27.844637] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KIDS.txt
[2025-12-15T20:25:27.844779] [INFO ] [sig       ] [1823/3591] Completed KIDS in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-15T20:25:27.844820] [INFO ] [sig       ] [1824/3591] Forecasting KIM...
[2025-12-15T20:25:27.844852] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-15T20:25:27.844891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-15T20:25:27.855530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-15T20:25:27.855857] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-15T20:25:27.856616] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-15T20:25:27.856666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:27.856697] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:27.856722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:27.856778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:27.912802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:27.913381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:27.913456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:27.913488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:28.036273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:28.036413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:28.036452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:28.036480] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:28.039757] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=61.84%)
[2025-12-15T20:25:28.040033] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-15T20:25:28.040153] [INFO ] [sig       ] KIM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:28.177044] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KIM.txt
[2025-12-15T20:25:28.177179] [INFO ] [sig       ] [1824/3591] Completed KIM in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-15T20:25:28.177218] [INFO ] [sig       ] [1825/3591] Forecasting KINS...
[2025-12-15T20:25:28.177246] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-15T20:25:28.177276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-15T20:25:28.188094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-15T20:25:28.188416] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-15T20:25:28.189207] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-15T20:25:28.189260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:28.189290] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:28.189316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:28.189371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:28.244907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:28.245605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:28.245685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:28.245719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:28.368985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:28.369139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:28.369177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:28.369205] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:28.372607] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2025-12-15T20:25:28.372879] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-15T20:25:28.373000] [INFO ] [sig       ] KINS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:28.512308] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KINS.txt
[2025-12-15T20:25:28.512447] [INFO ] [sig       ] [1825/3591] Completed KINS in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-15T20:25:28.512487] [INFO ] [sig       ] [1826/3591] Forecasting KIO...
[2025-12-15T20:25:28.512516] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-15T20:25:28.512547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-15T20:25:28.523739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-15T20:25:28.524091] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-15T20:25:28.524854] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-15T20:25:28.524905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:28.524940] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:28.524966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:28.525021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:28.580936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:28.581563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:28.581659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:28.581693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:28.701622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:28.701774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:28.701814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:28.701859] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:28.705177] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=49.85%)
[2025-12-15T20:25:28.705445] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-15T20:25:28.705563] [INFO ] [sig       ] KIO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:28.845056] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KIO.txt
[2025-12-15T20:25:28.845202] [INFO ] [sig       ] [1826/3591] Completed KIO in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-15T20:25:28.845242] [INFO ] [sig       ] [1827/3591] Forecasting KKRS...
[2025-12-15T20:25:28.845271] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-15T20:25:28.845302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-15T20:25:28.856863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-15T20:25:28.857224] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-15T20:25:28.857987] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-15T20:25:28.858037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:28.858068] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:28.858093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:28.858148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:28.914149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:28.914839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:28.914917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:28.914949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:29.034999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:29.035148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:29.035187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:29.035215] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:29.038589] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-15T20:25:29.038861] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-15T20:25:29.039004] [INFO ] [sig       ] KKRS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:29.179175] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KKRS.txt
[2025-12-15T20:25:29.179340] [INFO ] [sig       ] [1827/3591] Completed KKRS in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-15T20:25:29.179381] [INFO ] [sig       ] [1828/3591] Forecasting KLAC...
[2025-12-15T20:25:29.179412] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-15T20:25:29.179445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-15T20:25:29.189955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-15T20:25:29.190295] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-15T20:25:29.191093] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-15T20:25:29.191144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:29.191175] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:29.191202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:29.191257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:29.245870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:29.246482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:29.246613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:29.246649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:29.373384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:29.373543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:29.373601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:29.373632] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:29.377058] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-15T20:25:29.377336] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-15T20:25:29.377465] [INFO ] [sig       ] KLAC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:29.514092] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KLAC.txt
[2025-12-15T20:25:29.514237] [INFO ] [sig       ] [1828/3591] Completed KLAC in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-15T20:25:29.514278] [INFO ] [sig       ] [1829/3591] Forecasting KLIC...
[2025-12-15T20:25:29.514307] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-15T20:25:29.514337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-15T20:25:29.525481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-15T20:25:29.525823] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-15T20:25:29.526624] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-15T20:25:29.526676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:29.526707] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:29.526734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:29.526790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:29.582999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:29.583775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:29.583880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:29.583920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:29.713099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:29.713251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:29.713292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:29.713320] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:29.716645] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-12-15T20:25:29.716925] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-15T20:25:29.717063] [INFO ] [sig       ] KLIC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:29.859092] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KLIC.txt
[2025-12-15T20:25:29.859222] [INFO ] [sig       ] [1829/3591] Completed KLIC in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-15T20:25:29.859261] [INFO ] [sig       ] [1830/3591] Forecasting KLXE...
[2025-12-15T20:25:29.859291] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-15T20:25:29.859322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-15T20:25:29.871304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-15T20:25:29.871684] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-15T20:25:29.872440] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-15T20:25:29.872491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:29.872520] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:29.872561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:29.872653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:29.932350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:29.933216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:29.933300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:29.933333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:30.057071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:30.057239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:30.057278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:30.057307] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:30.060647] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-15T20:25:30.060936] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-15T20:25:30.061063] [INFO ] [sig       ] KLXE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:30.197808] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KLXE.txt
[2025-12-15T20:25:30.197938] [INFO ] [sig       ] [1830/3591] Completed KLXE in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-15T20:25:30.197977] [INFO ] [sig       ] [1831/3591] Forecasting KMB...
[2025-12-15T20:25:30.198007] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-15T20:25:30.198036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-15T20:25:30.209263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-15T20:25:30.209697] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-15T20:25:30.210468] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-15T20:25:30.210519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:30.210551] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:30.210603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:30.210661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:30.265211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:30.265824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:30.265902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:30.265933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:30.381660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:30.381810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:30.381848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:30.381877] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:30.385099] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-12-15T20:25:30.385367] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-15T20:25:30.385485] [INFO ] [sig       ] KMB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:30.522868] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KMB.txt
[2025-12-15T20:25:30.523028] [INFO ] [sig       ] [1831/3591] Completed KMB in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-15T20:25:30.523075] [INFO ] [sig       ] [1832/3591] Forecasting KMDA...
[2025-12-15T20:25:30.523106] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-15T20:25:30.523136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-15T20:25:30.534078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-15T20:25:30.534393] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-15T20:25:30.535184] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-15T20:25:30.535235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:30.535266] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:30.535293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:30.535350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:30.592113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:30.592724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:30.592806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:30.592837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:30.716749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:30.716898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:30.716938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:30.716966] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:30.720330] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=53.79%)
[2025-12-15T20:25:30.720621] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-15T20:25:30.720745] [INFO ] [sig       ] KMDA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:30.860681] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KMDA.txt
[2025-12-15T20:25:30.860812] [INFO ] [sig       ] [1832/3591] Completed KMDA in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-15T20:25:30.860850] [INFO ] [sig       ] [1833/3591] Forecasting KMI...
[2025-12-15T20:25:30.860881] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-15T20:25:30.860911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-15T20:25:30.871828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-15T20:25:30.872140] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-15T20:25:30.872894] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-15T20:25:30.872944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:30.872975] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:30.873001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:30.873057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:30.928720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:30.929516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:30.929614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:30.929648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:31.048271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:31.048422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:31.048462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:31.048490] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:31.051840] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-15T20:25:31.052120] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-15T20:25:31.052240] [INFO ] [sig       ] KMI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:31.246554] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KMI.txt
[2025-12-15T20:25:31.246727] [INFO ] [sig       ] [1833/3591] Completed KMI in 0.4s | 2.93 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-15T20:25:31.246770] [INFO ] [sig       ] [1834/3591] Forecasting KMPB...
[2025-12-15T20:25:31.246800] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-15T20:25:31.246853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-15T20:25:31.257296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-15T20:25:31.257646] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-15T20:25:31.258426] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-15T20:25:31.258479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:31.258513] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:31.258541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:31.258615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:31.316272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:31.316930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:31.317011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:31.317044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:31.427178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:31.427329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:31.427369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:31.427399] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:31.430691] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-15T20:25:31.430955] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-15T20:25:31.431074] [INFO ] [sig       ] KMPB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:31.566546] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KMPB.txt
[2025-12-15T20:25:31.566701] [INFO ] [sig       ] [1834/3591] Completed KMPB in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-15T20:25:31.566741] [INFO ] [sig       ] [1835/3591] Forecasting KMX...
[2025-12-15T20:25:31.566771] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-15T20:25:31.566800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-15T20:25:31.577477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-15T20:25:31.577827] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-15T20:25:31.578567] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-15T20:25:31.578634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:31.578699] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:31.578738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:31.578821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:31.634660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:31.635265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:31.635341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:31.635372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:31.752541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:31.752685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:31.752724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:31.752751] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:31.756132] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=74.52%)
[2025-12-15T20:25:31.756430] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-15T20:25:31.756559] [INFO ] [sig       ] KMX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:31.897414] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KMX.txt
[2025-12-15T20:25:31.897565] [INFO ] [sig       ] [1835/3591] Completed KMX in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-15T20:25:31.897625] [INFO ] [sig       ] [1836/3591] Forecasting KN...
[2025-12-15T20:25:31.897655] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-15T20:25:31.897685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-15T20:25:31.908814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-15T20:25:31.909218] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-15T20:25:31.909999] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-15T20:25:31.910051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:31.910082] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:31.910109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:31.910166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:31.965218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:31.965815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:31.965892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:31.965924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:32.086310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:32.086447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:32.086485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:32.086514] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:32.089802] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=43.73%)
[2025-12-15T20:25:32.090082] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-15T20:25:32.090201] [INFO ] [sig       ] KN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:32.226589] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KN.txt
[2025-12-15T20:25:32.226715] [INFO ] [sig       ] [1836/3591] Completed KN in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-15T20:25:32.226754] [INFO ] [sig       ] [1837/3591] Forecasting KNF...
[2025-12-15T20:25:32.226783] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-15T20:25:32.226813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-15T20:25:32.237155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-15T20:25:32.237476] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-15T20:25:32.238233] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-15T20:25:32.238283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:32.238315] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:32.238341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:32.238397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:32.292984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:32.293604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:32.293682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:32.293714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:32.409564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:32.409730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:32.409770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:32.409799] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:32.413215] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-15T20:25:32.413492] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-15T20:25:32.413633] [INFO ] [sig       ] KNF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:32.555616] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KNF.txt
[2025-12-15T20:25:32.555742] [INFO ] [sig       ] [1837/3591] Completed KNF in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-15T20:25:32.555781] [INFO ] [sig       ] [1838/3591] Forecasting KNOP...
[2025-12-15T20:25:32.555810] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-15T20:25:32.555840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-15T20:25:32.567201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-15T20:25:32.567591] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-15T20:25:32.568387] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-15T20:25:32.568439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:32.568471] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:32.568496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:32.568551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:32.633719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:32.634555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:32.634659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:32.634692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:32.755902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:32.756062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:32.756101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:32.756129] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:32.759887] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=23.29%)
[2025-12-15T20:25:32.760219] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-15T20:25:32.760348] [INFO ] [sig       ] KNOP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:32.900991] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KNOP.txt
[2025-12-15T20:25:32.901139] [INFO ] [sig       ] [1838/3591] Completed KNOP in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-15T20:25:32.901181] [INFO ] [sig       ] [1839/3591] Forecasting KNSA...
[2025-12-15T20:25:32.901211] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-15T20:25:32.901240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-15T20:25:32.912406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-15T20:25:32.912748] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-15T20:25:32.913482] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-15T20:25:32.913534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:32.913565] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:32.913612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:32.913669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:32.968461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:32.969210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:32.969290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:32.969321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:33.089501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:33.089654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:33.089694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:33.089723] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:33.092988] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2025-12-15T20:25:33.093257] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-15T20:25:33.093377] [INFO ] [sig       ] KNSA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:33.232433] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KNSA.txt
[2025-12-15T20:25:33.232606] [INFO ] [sig       ] [1839/3591] Completed KNSA in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-15T20:25:33.232648] [INFO ] [sig       ] [1840/3591] Forecasting KNSL...
[2025-12-15T20:25:33.232679] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-15T20:25:33.232709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-15T20:25:33.246979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-15T20:25:33.247441] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-15T20:25:33.248585] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-15T20:25:33.248656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:33.248708] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:33.248757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:33.248852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:33.316886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:33.317745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:33.317829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:33.317864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:33.441481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:33.441639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:33.441680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:33.441709] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:33.445162] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-12-15T20:25:33.445439] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-15T20:25:33.445564] [INFO ] [sig       ] KNSL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:33.585401] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KNSL.txt
[2025-12-15T20:25:33.585522] [INFO ] [sig       ] [1840/3591] Completed KNSL in 0.4s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-15T20:25:33.585562] [INFO ] [sig       ] [1841/3591] Forecasting KNTK...
[2025-12-15T20:25:33.585609] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-15T20:25:33.585639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-15T20:25:33.596596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-15T20:25:33.596914] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-15T20:25:33.597698] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-15T20:25:33.597758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:33.597789] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:33.597815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:33.597880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:33.654643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:33.655452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:33.655533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:33.655566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:33.775880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:33.776031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:33.776071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:33.776101] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:33.779488] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-15T20:25:33.779784] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-15T20:25:33.779911] [INFO ] [sig       ] KNTK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:33.918327] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KNTK.txt
[2025-12-15T20:25:33.918470] [INFO ] [sig       ] [1841/3591] Completed KNTK in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-15T20:25:33.918511] [INFO ] [sig       ] [1842/3591] Forecasting KNX...
[2025-12-15T20:25:33.918542] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-15T20:25:33.918588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-15T20:25:33.929858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-15T20:25:33.930198] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-15T20:25:33.931002] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-15T20:25:33.931067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:33.931106] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:33.931140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:33.931200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:33.988067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:33.988722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:33.988802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:33.988835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:34.113848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:34.114006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:34.114047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:34.114076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:34.117555] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-12-15T20:25:34.117870] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-15T20:25:34.118002] [INFO ] [sig       ] KNX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:34.258228] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KNX.txt
[2025-12-15T20:25:34.258366] [INFO ] [sig       ] [1842/3591] Completed KNX in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-15T20:25:34.258406] [INFO ] [sig       ] [1843/3591] Forecasting KOD...
[2025-12-15T20:25:34.258435] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-15T20:25:34.258464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-15T20:25:34.269366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-15T20:25:34.269714] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-15T20:25:34.270489] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-15T20:25:34.270558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:34.270624] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:34.270653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:34.270710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:34.328109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:34.328776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:34.328871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:34.328926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:34.451772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:34.451924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:34.451963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:34.451993] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:34.455401] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=21.60%)
[2025-12-15T20:25:34.455693] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-15T20:25:34.455814] [INFO ] [sig       ] KOD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:34.595267] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KOD.txt
[2025-12-15T20:25:34.595416] [INFO ] [sig       ] [1843/3591] Completed KOD in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-15T20:25:34.595472] [INFO ] [sig       ] [1844/3591] Forecasting KODK...
[2025-12-15T20:25:34.595505] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-15T20:25:34.595534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-15T20:25:34.605985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-15T20:25:34.606284] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-15T20:25:34.607064] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-15T20:25:34.607127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:34.607165] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:34.607191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:34.607247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:34.664949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:34.665826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:34.665908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:34.665941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:34.789041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:34.789191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:34.789230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:34.789258] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:34.792658] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=54.82%)
[2025-12-15T20:25:34.792934] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-15T20:25:34.793059] [INFO ] [sig       ] KODK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:34.935672] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KODK.txt
[2025-12-15T20:25:34.935797] [INFO ] [sig       ] [1844/3591] Completed KODK in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-15T20:25:34.935836] [INFO ] [sig       ] [1845/3591] Forecasting KOF...
[2025-12-15T20:25:34.935865] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-15T20:25:34.935893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-15T20:25:34.946682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-15T20:25:34.946993] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-15T20:25:34.947763] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-15T20:25:34.947814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:34.947846] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:34.947873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:34.947930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:35.005403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:35.006293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:35.006405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:35.006439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:35.125775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:35.125925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:35.125964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:35.125992] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:35.129315] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=56.14%)
[2025-12-15T20:25:35.129601] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-15T20:25:35.129722] [INFO ] [sig       ] KOF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:35.271319] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KOF.txt
[2025-12-15T20:25:35.271453] [INFO ] [sig       ] [1845/3591] Completed KOF in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-15T20:25:35.271492] [INFO ] [sig       ] [1846/3591] Forecasting KOP...
[2025-12-15T20:25:35.271524] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-15T20:25:35.271553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-15T20:25:35.283149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-15T20:25:35.283513] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-15T20:25:35.284308] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-15T20:25:35.284360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:35.284391] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:35.284417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:35.284473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:35.340716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:35.341360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:35.341442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:35.341473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:35.461342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:35.461482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:35.461520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:35.461547] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:35.464877] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-15T20:25:35.465175] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-15T20:25:35.465304] [INFO ] [sig       ] KOP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:35.603984] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KOP.txt
[2025-12-15T20:25:35.604116] [INFO ] [sig       ] [1846/3591] Completed KOP in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-15T20:25:35.604161] [INFO ] [sig       ] [1847/3591] Forecasting KOPN...
[2025-12-15T20:25:35.604191] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-15T20:25:35.604221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-15T20:25:35.614875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-15T20:25:35.615189] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-15T20:25:35.615961] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-15T20:25:35.616011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:35.616042] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:35.616070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:35.616128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:35.673088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:35.673799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:35.673877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:35.673909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:35.794989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:35.795149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:35.795191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:35.795220] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:35.798533] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-15T20:25:35.798820] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-15T20:25:35.798966] [INFO ] [sig       ] KOPN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:35.939353] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KOPN.txt
[2025-12-15T20:25:35.939485] [INFO ] [sig       ] [1847/3591] Completed KOPN in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-15T20:25:35.939525] [INFO ] [sig       ] [1848/3591] Forecasting KOS...
[2025-12-15T20:25:35.939555] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-15T20:25:35.939604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-15T20:25:35.950692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-15T20:25:35.951028] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-15T20:25:35.951842] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-15T20:25:35.951893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:35.951933] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:35.951960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:35.952015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:36.010562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:36.011654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:36.011760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:36.011809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:36.144432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:36.144597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:36.144643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:36.144674] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:36.148056] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2025-12-15T20:25:36.148347] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-15T20:25:36.148470] [INFO ] [sig       ] KOS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:36.289659] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KOS.txt
[2025-12-15T20:25:36.289813] [INFO ] [sig       ] [1848/3591] Completed KOS in 0.4s | 2.93 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-15T20:25:36.289853] [INFO ] [sig       ] [1849/3591] Forecasting KOSS...
[2025-12-15T20:25:36.289883] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-15T20:25:36.289912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-15T20:25:36.300321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-15T20:25:36.300678] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-15T20:25:36.301427] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-15T20:25:36.301479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:36.301512] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:36.301540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:36.301614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:36.358563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:36.359237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:36.359316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:36.359349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:36.475021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:36.475184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:36.475225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:36.475253] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:36.478600] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-15T20:25:36.478881] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-15T20:25:36.479036] [INFO ] [sig       ] KOSS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:36.618729] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KOSS.txt
[2025-12-15T20:25:36.618868] [INFO ] [sig       ] [1849/3591] Completed KOSS in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-15T20:25:36.618907] [INFO ] [sig       ] [1850/3591] Forecasting KPRX...
[2025-12-15T20:25:36.618936] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-15T20:25:36.618994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-15T20:25:36.629278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-15T20:25:36.629619] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-15T20:25:36.630354] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-15T20:25:36.630404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:36.630436] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:36.630462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:36.630517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:36.688440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:36.689321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:36.689405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:36.689439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:36.803167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:36.803319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:36.803375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:36.803404] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:36.806674] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-15T20:25:36.806941] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-15T20:25:36.807060] [INFO ] [sig       ] KPRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:36.946221] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KPRX.txt
[2025-12-15T20:25:36.946536] [INFO ] [sig       ] [1850/3591] Completed KPRX in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-15T20:25:36.946591] [INFO ] [sig       ] [1851/3591] Forecasting KPTI...
[2025-12-15T20:25:36.946623] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-15T20:25:36.946652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-15T20:25:36.957710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-15T20:25:36.958011] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-15T20:25:36.958768] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-15T20:25:36.958818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:36.958849] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:36.958875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:36.958931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:37.024877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:37.025933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:37.026045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:37.026093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:37.154515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:37.154679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:37.154721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:37.154752] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:37.158095] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-15T20:25:37.158377] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-15T20:25:37.158502] [INFO ] [sig       ] KPTI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:37.301434] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KPTI.txt
[2025-12-15T20:25:37.301813] [INFO ] [sig       ] [1851/3591] Completed KPTI in 0.4s | 2.93 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-15T20:25:37.301855] [INFO ] [sig       ] [1852/3591] Forecasting KRC...
[2025-12-15T20:25:37.301885] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-15T20:25:37.301914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-15T20:25:37.313128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-15T20:25:37.313695] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-15T20:25:37.314482] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-15T20:25:37.314535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:37.314611] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:37.314640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:37.314698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:37.373588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:37.374337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:37.374414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:37.374446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:37.497203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:37.497353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:37.497392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:37.497419] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:37.500762] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-15T20:25:37.501028] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-15T20:25:37.501167] [INFO ] [sig       ] KRC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:37.642965] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KRC.txt
[2025-12-15T20:25:37.643085] [INFO ] [sig       ] [1852/3591] Completed KRC in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-15T20:25:37.643124] [INFO ] [sig       ] [1853/3591] Forecasting KREF...
[2025-12-15T20:25:37.643152] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-15T20:25:37.643182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-15T20:25:37.654214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-15T20:25:37.654543] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-15T20:25:37.655359] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-15T20:25:37.655411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:37.655443] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:37.655469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:37.655526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:37.714682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:37.715424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:37.715505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:37.715538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:37.831560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:37.831703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:37.831742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:37.831771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:37.835628] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-12-15T20:25:37.835899] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-15T20:25:37.836021] [INFO ] [sig       ] KREF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:37.977445] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KREF.txt
[2025-12-15T20:25:37.977564] [INFO ] [sig       ] [1853/3591] Completed KREF in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-15T20:25:37.977619] [INFO ] [sig       ] [1854/3591] Forecasting KRG...
[2025-12-15T20:25:37.977650] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-15T20:25:37.977680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-15T20:25:37.989156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-15T20:25:37.989566] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-15T20:25:37.990612] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-15T20:25:37.990666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:37.990724] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:37.990757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:37.990816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:38.048229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:38.048961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:38.049045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:38.049089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:38.185022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:38.185172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:38.185210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:38.185238] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:38.188508] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-15T20:25:38.188789] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-15T20:25:38.188907] [INFO ] [sig       ] KRG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:38.329252] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KRG.txt
[2025-12-15T20:25:38.329373] [INFO ] [sig       ] [1854/3591] Completed KRG in 0.4s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-15T20:25:38.329411] [INFO ] [sig       ] [1855/3591] Forecasting KRMD...
[2025-12-15T20:25:38.329439] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-15T20:25:38.329470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-15T20:25:38.340097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-15T20:25:38.340396] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-15T20:25:38.341152] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-15T20:25:38.341202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:38.341233] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:38.341259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:38.341313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:38.397146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:38.397747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:38.397821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:38.397853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:38.519619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:38.519763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:38.519801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:38.519860] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:38.523213] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=33.82%)
[2025-12-15T20:25:38.523482] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-15T20:25:38.523621] [INFO ] [sig       ] KRMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:38.663151] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KRMD.txt
[2025-12-15T20:25:38.663297] [INFO ] [sig       ] [1855/3591] Completed KRMD in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-15T20:25:38.663338] [INFO ] [sig       ] [1856/3591] Forecasting KRNY...
[2025-12-15T20:25:38.663366] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-15T20:25:38.663396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-15T20:25:38.674059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-15T20:25:38.674367] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-15T20:25:38.675124] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-15T20:25:38.675178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:38.675210] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:38.675237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:38.675292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:38.731311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:38.731959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:38.732035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:38.732067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:38.850021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:38.850159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:38.850212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:38.850253] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:38.853587] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2025-12-15T20:25:38.853857] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-15T20:25:38.853974] [INFO ] [sig       ] KRNY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:38.994478] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KRNY.txt
[2025-12-15T20:25:38.994609] [INFO ] [sig       ] [1856/3591] Completed KRNY in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-15T20:25:38.994650] [INFO ] [sig       ] [1857/3591] Forecasting KRO...
[2025-12-15T20:25:38.994679] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-15T20:25:38.994709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-15T20:25:39.005868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-15T20:25:39.006167] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-15T20:25:39.006917] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-15T20:25:39.006968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:39.007000] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:39.007026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:39.007087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:39.064159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:39.064810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:39.064887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:39.064919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:39.181299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:39.181448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:39.181486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:39.181516] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:39.184905] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-15T20:25:39.185198] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-15T20:25:39.185324] [INFO ] [sig       ] KRO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:39.325631] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KRO.txt
[2025-12-15T20:25:39.325753] [INFO ] [sig       ] [1857/3591] Completed KRO in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-15T20:25:39.325792] [INFO ] [sig       ] [1858/3591] Forecasting KROS...
[2025-12-15T20:25:39.325828] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-15T20:25:39.325859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-15T20:25:39.336391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-15T20:25:39.336712] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-15T20:25:39.337462] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-15T20:25:39.337512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:39.337543] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:39.337593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:39.337652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:39.392472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:39.393084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:39.393158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:39.393189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:39.513882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:39.514001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:39.514040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:39.514068] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:39.517316] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-15T20:25:39.517600] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-15T20:25:39.517724] [INFO ] [sig       ] KROS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:39.657172] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KROS.txt
[2025-12-15T20:25:39.657314] [INFO ] [sig       ] [1858/3591] Completed KROS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-15T20:25:39.657354] [INFO ] [sig       ] [1859/3591] Forecasting KRP...
[2025-12-15T20:25:39.657383] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-15T20:25:39.657411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-15T20:25:39.667944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-15T20:25:39.668257] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-15T20:25:39.669042] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-15T20:25:39.669097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:39.669135] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:39.669167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:39.669235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:39.725817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:39.726491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:39.726569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:39.726621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:39.848035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:39.848178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:39.848215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:39.848242] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:39.851520] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-15T20:25:39.851807] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-15T20:25:39.851927] [INFO ] [sig       ] KRP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:39.993566] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KRP.txt
[2025-12-15T20:25:39.993706] [INFO ] [sig       ] [1859/3591] Completed KRP in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-15T20:25:39.993745] [INFO ] [sig       ] [1860/3591] Forecasting KRRO...
[2025-12-15T20:25:39.993774] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-15T20:25:39.993802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-15T20:25:40.004553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-15T20:25:40.004884] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-15T20:25:40.005650] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-15T20:25:40.005703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:40.005734] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:40.005760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:40.005816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:40.061263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:40.061874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:40.061959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:40.061991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:40.183263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:40.183415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:40.183453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:40.183480] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:40.186754] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=55.14%)
[2025-12-15T20:25:40.187015] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-15T20:25:40.187136] [INFO ] [sig       ] KRRO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:40.329815] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KRRO.txt
[2025-12-15T20:25:40.329947] [INFO ] [sig       ] [1860/3591] Completed KRRO in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-15T20:25:40.329988] [INFO ] [sig       ] [1861/3591] Forecasting KRUS...
[2025-12-15T20:25:40.330016] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-15T20:25:40.330045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-15T20:25:40.340317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-15T20:25:40.340637] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-15T20:25:40.341377] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-15T20:25:40.341427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:40.341457] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:40.341484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:40.341540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:40.397219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:40.397858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:40.397936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:40.397969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:40.511528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:40.511691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:40.511741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:40.511787] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:40.515120] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-15T20:25:40.515398] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-15T20:25:40.515524] [INFO ] [sig       ] KRUS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:40.660822] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KRUS.txt
[2025-12-15T20:25:40.660951] [INFO ] [sig       ] [1861/3591] Completed KRUS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-15T20:25:40.660991] [INFO ] [sig       ] [1862/3591] Forecasting KRYS...
[2025-12-15T20:25:40.661021] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-15T20:25:40.661050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-15T20:25:40.671880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-15T20:25:40.672200] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-15T20:25:40.672988] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-15T20:25:40.673041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:40.673073] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:40.673102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:40.673159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:40.730464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:40.731231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:40.731359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:40.731401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:40.853673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:40.853822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:40.853861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:40.853892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:40.857846] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-12-15T20:25:40.858127] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-15T20:25:40.858253] [INFO ] [sig       ] KRYS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:41.003653] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KRYS.txt
[2025-12-15T20:25:41.003807] [INFO ] [sig       ] [1862/3591] Completed KRYS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-15T20:25:41.003846] [INFO ] [sig       ] [1863/3591] Forecasting KSCP...
[2025-12-15T20:25:41.003878] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-15T20:25:41.003908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-15T20:25:41.017336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-15T20:25:41.017673] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-15T20:25:41.018411] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-15T20:25:41.018461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:41.018492] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:41.018518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:41.018593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:41.073712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:41.074432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:41.074510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:41.074557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:41.194479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:41.194644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:41.194683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:41.194711] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:41.198020] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-12-15T20:25:41.198294] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-15T20:25:41.198416] [INFO ] [sig       ] KSCP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:41.345934] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KSCP.txt
[2025-12-15T20:25:41.346065] [INFO ] [sig       ] [1863/3591] Completed KSCP in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-15T20:25:41.346105] [INFO ] [sig       ] [1864/3591] Forecasting KSPI...
[2025-12-15T20:25:41.346134] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-15T20:25:41.346165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-15T20:25:41.356797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-15T20:25:41.357132] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-15T20:25:41.357928] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-15T20:25:41.357982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:41.358014] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:41.358042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:41.358099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:41.412545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:41.413159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:41.413235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:41.413267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:41.530262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:41.530417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:41.530456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:41.530484] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:41.533794] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-12-15T20:25:41.534083] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-15T20:25:41.534229] [INFO ] [sig       ] KSPI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:41.671616] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KSPI.txt
[2025-12-15T20:25:41.671745] [INFO ] [sig       ] [1864/3591] Completed KSPI in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-15T20:25:41.671785] [INFO ] [sig       ] [1865/3591] Forecasting KSS...
[2025-12-15T20:25:41.671815] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-15T20:25:41.671844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-15T20:25:41.682812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-15T20:25:41.683117] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-15T20:25:41.683875] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-15T20:25:41.683926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:41.683957] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:41.683995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:41.684052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:41.739527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:41.740330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:41.740411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:41.740443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:41.864994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:41.865129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:41.865169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:41.865198] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:41.868545] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-15T20:25:41.868824] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-15T20:25:41.868959] [INFO ] [sig       ] KSS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:42.008265] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KSS.txt
[2025-12-15T20:25:42.008405] [INFO ] [sig       ] [1865/3591] Completed KSS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-15T20:25:42.008650] [INFO ] [sig       ] [1866/3591] Forecasting KTB...
[2025-12-15T20:25:42.008681] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-15T20:25:42.008712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-15T20:25:42.019004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-15T20:25:42.019319] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-15T20:25:42.020085] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-15T20:25:42.020136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:42.020172] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:42.020204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:42.020275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:42.076521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:42.077139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:42.077216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:42.077255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:42.199534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:42.199702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:42.199743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:42.199771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:42.203140] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-15T20:25:42.203415] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-15T20:25:42.203540] [INFO ] [sig       ] KTB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:42.343729] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KTB.txt
[2025-12-15T20:25:42.343856] [INFO ] [sig       ] [1866/3591] Completed KTB in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-15T20:25:42.343896] [INFO ] [sig       ] [1867/3591] Forecasting KTCC...
[2025-12-15T20:25:42.343926] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-15T20:25:42.343955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-15T20:25:42.354120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-15T20:25:42.354514] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-15T20:25:42.355357] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-15T20:25:42.355409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:42.355440] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:42.355467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:42.355523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:42.411920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:42.412792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:42.412878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:42.412911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:42.523511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:42.523675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:42.523715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:42.523743] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:42.527057] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-12-15T20:25:42.527348] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-15T20:25:42.527476] [INFO ] [sig       ] KTCC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:42.669384] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KTCC.txt
[2025-12-15T20:25:42.669512] [INFO ] [sig       ] [1867/3591] Completed KTCC in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-15T20:25:42.669549] [INFO ] [sig       ] [1868/3591] Forecasting KTF...
[2025-12-15T20:25:42.669596] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-15T20:25:42.669627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-15T20:25:42.680632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-15T20:25:42.680981] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-15T20:25:42.681777] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-15T20:25:42.681827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:42.681860] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:42.681886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:42.681942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:42.739443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:42.740143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:42.740223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:42.740256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:42.861156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:42.861314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:42.861361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:42.861390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:42.864880] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-15T20:25:42.865151] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-15T20:25:42.865278] [INFO ] [sig       ] KTF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:43.008594] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KTF.txt
[2025-12-15T20:25:43.008751] [INFO ] [sig       ] [1868/3591] Completed KTF in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-15T20:25:43.008809] [INFO ] [sig       ] [1869/3591] Forecasting KTOS...
[2025-12-15T20:25:43.008843] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-15T20:25:43.008881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-15T20:25:43.019798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-15T20:25:43.020180] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-15T20:25:43.020988] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-15T20:25:43.021039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:43.021097] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:43.021125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:43.021181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:43.076227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:43.076949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:43.077026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:43.077058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:43.194198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:43.194359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:43.194399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:43.194427] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:43.197766] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: UP (p=56.22%)
[2025-12-15T20:25:43.198038] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-15T20:25:43.198161] [INFO ] [sig       ] KTOS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:43.340313] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KTOS.txt
[2025-12-15T20:25:43.340455] [INFO ] [sig       ] [1869/3591] Completed KTOS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-15T20:25:43.340495] [INFO ] [sig       ] [1870/3591] Forecasting KURA...
[2025-12-15T20:25:43.340525] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-15T20:25:43.340555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-15T20:25:43.351678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-15T20:25:43.351993] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-15T20:25:43.352765] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-15T20:25:43.352815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:43.352846] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:43.352873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:43.352930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:43.409847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:43.410481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:43.410557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:43.410616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:43.533266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:43.533418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:43.533458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:43.533487] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:43.536816] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-12-15T20:25:43.537086] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-15T20:25:43.537207] [INFO ] [sig       ] KURA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:43.677808] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KURA.txt
[2025-12-15T20:25:43.677967] [INFO ] [sig       ] [1870/3591] Completed KURA in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-15T20:25:43.678007] [INFO ] [sig       ] [1871/3591] Forecasting KVHI...
[2025-12-15T20:25:43.678037] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-15T20:25:43.678066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-15T20:25:43.691703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-15T20:25:43.692311] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-15T20:25:43.693390] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-15T20:25:43.693447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:43.693482] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:43.693509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:43.693605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:43.749554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:43.750639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:43.750732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:43.750765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:43.862394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:43.862746] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:25:43.862787] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:43.862813] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:43.866392] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=28.58%)
[2025-12-15T20:25:43.866686] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-15T20:25:43.866810] [INFO ] [sig       ] KVHI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:44.003402] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KVHI.txt
[2025-12-15T20:25:44.003529] [INFO ] [sig       ] [1871/3591] Completed KVHI in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-15T20:25:44.003567] [INFO ] [sig       ] [1872/3591] Forecasting KVUE...
[2025-12-15T20:25:44.003616] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-15T20:25:44.003647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-15T20:25:44.014962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-15T20:25:44.015293] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-15T20:25:44.016068] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-15T20:25:44.016118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:44.016149] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:44.016174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:44.016229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:44.071482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:44.072262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:44.072351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:44.072382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:44.188765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:44.188992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:44.189034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:44.189101] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:44.192631] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-15T20:25:44.192938] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-15T20:25:44.193069] [INFO ] [sig       ] KVUE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:44.333414] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KVUE.txt
[2025-12-15T20:25:44.333542] [INFO ] [sig       ] [1872/3591] Completed KVUE in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-15T20:25:44.333597] [INFO ] [sig       ] [1873/3591] Forecasting KVYO...
[2025-12-15T20:25:44.333629] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-15T20:25:44.333659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-15T20:25:44.345624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-15T20:25:44.346054] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-15T20:25:44.346882] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-15T20:25:44.346935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:44.346965] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:44.346991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:44.347045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:44.404987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:44.405914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:44.406021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:44.406054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:44.530711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:44.530867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:44.530907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:44.530935] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:44.534308] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=13.23%)
[2025-12-15T20:25:44.534599] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-15T20:25:44.534723] [INFO ] [sig       ] KVYO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:44.674045] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KVYO.txt
[2025-12-15T20:25:44.674201] [INFO ] [sig       ] [1873/3591] Completed KVYO in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-15T20:25:44.674242] [INFO ] [sig       ] [1874/3591] Forecasting KYN...
[2025-12-15T20:25:44.674272] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-15T20:25:44.674303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-15T20:25:44.685330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-15T20:25:44.685706] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-15T20:25:44.686467] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-15T20:25:44.686519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:44.686552] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:44.686607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:44.686669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:44.743038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:44.743771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:44.743851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:44.743890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:44.861479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:44.861648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:44.861688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:44.861718] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:44.865034] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=39.46%)
[2025-12-15T20:25:44.865304] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-15T20:25:44.865431] [INFO ] [sig       ] KYN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:45.003517] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KYN.txt
[2025-12-15T20:25:45.003685] [INFO ] [sig       ] [1874/3591] Completed KYN in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-15T20:25:45.003727] [INFO ] [sig       ] [1875/3591] Forecasting KYTX...
[2025-12-15T20:25:45.003756] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-15T20:25:45.003787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-15T20:25:45.015439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-15T20:25:45.015872] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-15T20:25:45.016656] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-15T20:25:45.016707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:45.016748] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:45.016783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:45.016842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:45.073034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:45.073909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:45.073994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:45.074026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:45.188596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:45.188748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:45.188787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:45.188814] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:45.192089] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-15T20:25:45.192357] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-15T20:25:45.192474] [INFO ] [sig       ] KYTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:45.331869] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/KYTX.txt
[2025-12-15T20:25:45.331991] [INFO ] [sig       ] [1875/3591] Completed KYTX in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-15T20:25:45.332030] [INFO ] [sig       ] [1876/3591] Forecasting KZIA...
[2025-12-15T20:25:45.332059] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-15T20:25:45.332090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-15T20:25:45.342916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-15T20:25:45.343238] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-15T20:25:45.343993] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-15T20:25:45.344044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:45.344076] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:45.344102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:45.344175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:45.400161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:45.400949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:45.401031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:45.401063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:45.520254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:45.520416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:45.520454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:45.520482] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:45.523812] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-15T20:25:45.524073] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-15T20:25:45.524191] [INFO ] [sig       ] KZIA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:45.662327] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/KZIA.txt
[2025-12-15T20:25:45.662461] [INFO ] [sig       ] [1876/3591] Completed KZIA in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-15T20:25:45.662502] [INFO ] [sig       ] [1877/3591] Forecasting L...
[2025-12-15T20:25:45.662532] [INFO ] [sig       ] Generating forecast for: L
[2025-12-15T20:25:45.662562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-15T20:25:45.673258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-15T20:25:45.673566] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-15T20:25:45.674316] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-15T20:25:45.674371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:45.674403] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:45.674430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:45.674485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:45.730111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:45.730757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:45.730832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:45.730864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:45.847801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:45.847950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:45.847988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:45.848017] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:45.851304] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-12-15T20:25:45.851612] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-15T20:25:45.851734] [INFO ] [sig       ] L: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:45.989385] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/L.txt
[2025-12-15T20:25:45.989501] [INFO ] [sig       ] [1877/3591] Completed L in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-15T20:25:45.989538] [INFO ] [sig       ] [1878/3591] Forecasting LAB...
[2025-12-15T20:25:45.989585] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-15T20:25:45.989618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-15T20:25:46.000414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-15T20:25:46.000731] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-15T20:25:46.001453] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-15T20:25:46.001517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:46.001548] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:46.001602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:46.001662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:46.056836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:46.057635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:46.057718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:46.057750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:46.175224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:46.175364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:46.175400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:46.175428] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:46.178598] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-15T20:25:46.178859] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-15T20:25:46.179000] [INFO ] [sig       ] LAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:46.321563] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LAB.txt
[2025-12-15T20:25:46.321717] [INFO ] [sig       ] [1878/3591] Completed LAB in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-15T20:25:46.321763] [INFO ] [sig       ] [1879/3591] Forecasting LAC...
[2025-12-15T20:25:46.321794] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-15T20:25:46.321823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-15T20:25:46.332538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-15T20:25:46.332887] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-15T20:25:46.333655] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-15T20:25:46.333704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:46.333735] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:46.333762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:46.333818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:46.389300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:46.389914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:46.389987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:46.390044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:46.510894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:46.511050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:46.511090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:46.511119] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:46.514394] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-12-15T20:25:46.514676] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-15T20:25:46.514801] [INFO ] [sig       ] LAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:46.652274] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LAC.txt
[2025-12-15T20:25:46.652396] [INFO ] [sig       ] [1879/3591] Completed LAC in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:46.652436] [INFO ] [sig       ] [1880/3591] Forecasting LAD...
[2025-12-15T20:25:46.652466] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-15T20:25:46.652497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-15T20:25:46.663789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-15T20:25:46.664149] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-15T20:25:46.664903] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-15T20:25:46.664953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:46.664984] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:46.665011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:46.665067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:46.720381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:46.721101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:46.721178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:46.721210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:46.837584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:46.837731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:46.837771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:46.837799] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:46.841045] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-15T20:25:46.841309] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-15T20:25:46.841428] [INFO ] [sig       ] LAD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:46.981293] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LAD.txt
[2025-12-15T20:25:46.981442] [INFO ] [sig       ] [1880/3591] Completed LAD in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:46.981486] [INFO ] [sig       ] [1881/3591] Forecasting LAES...
[2025-12-15T20:25:46.981516] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-15T20:25:46.981545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-15T20:25:46.993134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-15T20:25:46.993440] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-15T20:25:46.994211] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-15T20:25:46.994264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:46.994296] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:46.994322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:46.994384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:47.056055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:47.056773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:47.056852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:47.056886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:47.173808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:47.173947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:47.173986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:47.174016] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:47.177332] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-15T20:25:47.177627] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-15T20:25:47.177752] [INFO ] [sig       ] LAES: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:47.318739] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LAES.txt
[2025-12-15T20:25:47.318859] [INFO ] [sig       ] [1881/3591] Completed LAES in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:47.318913] [INFO ] [sig       ] [1882/3591] Forecasting LAKE...
[2025-12-15T20:25:47.318967] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-15T20:25:47.319000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-15T20:25:47.330204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-15T20:25:47.330523] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-15T20:25:47.331285] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-15T20:25:47.331339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:47.331373] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:47.331400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:47.331457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:47.389352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:47.389986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:47.390062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:47.390094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:47.510928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:47.511085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:47.511125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:47.511152] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:47.514486] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=51.36%)
[2025-12-15T20:25:47.514791] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-15T20:25:47.514920] [INFO ] [sig       ] LAKE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:47.654063] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LAKE.txt
[2025-12-15T20:25:47.654213] [INFO ] [sig       ] [1882/3591] Completed LAKE in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:47.654254] [INFO ] [sig       ] [1883/3591] Forecasting LAND...
[2025-12-15T20:25:47.654283] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-15T20:25:47.654313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-15T20:25:47.665013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-15T20:25:47.665324] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-15T20:25:47.666105] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-15T20:25:47.666156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:47.666187] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:47.666214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:47.666274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:47.721844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:47.722484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:47.722561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:47.722612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:47.845807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:47.845958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:47.846002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:47.846032] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:47.849481] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-12-15T20:25:47.849768] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-15T20:25:47.849927] [INFO ] [sig       ] LAND: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:47.989913] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LAND.txt
[2025-12-15T20:25:47.990066] [INFO ] [sig       ] [1883/3591] Completed LAND in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:47.990108] [INFO ] [sig       ] [1884/3591] Forecasting LANDO...
[2025-12-15T20:25:47.990137] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-15T20:25:47.990167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-15T20:25:48.001014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-15T20:25:48.001380] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-15T20:25:48.002152] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-15T20:25:48.002203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:48.002234] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:48.002261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:48.002318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:48.057411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:48.058237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:48.058319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:48.058352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:48.166233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:48.166392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:48.166437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:48.166471] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:48.169807] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-15T20:25:48.170070] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-15T20:25:48.170189] [INFO ] [sig       ] LANDO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:48.310650] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LANDO.txt
[2025-12-15T20:25:48.310766] [INFO ] [sig       ] [1884/3591] Completed LANDO in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:48.310805] [INFO ] [sig       ] [1885/3591] Forecasting LANDP...
[2025-12-15T20:25:48.310834] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-15T20:25:48.310864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-15T20:25:48.321612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-15T20:25:48.321914] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-15T20:25:48.322725] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-15T20:25:48.322776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:48.322808] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:48.322835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:48.322890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:48.378890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:48.379534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:48.379629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:48.379663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:48.495618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:48.495774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:48.495830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:48.495861] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:48.499167] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=78.39%)
[2025-12-15T20:25:48.499437] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-15T20:25:48.499560] [INFO ] [sig       ] LANDP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:48.642741] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LANDP.txt
[2025-12-15T20:25:48.642886] [INFO ] [sig       ] [1885/3591] Completed LANDP in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:48.642937] [INFO ] [sig       ] [1886/3591] Forecasting LASE...
[2025-12-15T20:25:48.642967] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-15T20:25:48.642997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-15T20:25:48.653722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-15T20:25:48.654017] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-15T20:25:48.654776] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-15T20:25:48.654825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:48.654883] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:48.654911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:48.654968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:48.711539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:48.712225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:48.712303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:48.712335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:48.829501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:48.829664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:48.829705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:48.829732] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:48.833002] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-12-15T20:25:48.833262] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-15T20:25:48.833381] [INFO ] [sig       ] LASE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:48.971307] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LASE.txt
[2025-12-15T20:25:48.971450] [INFO ] [sig       ] [1886/3591] Completed LASE in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:48.971499] [INFO ] [sig       ] [1887/3591] Forecasting LAZ...
[2025-12-15T20:25:48.971530] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-15T20:25:48.971559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-15T20:25:48.982516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-15T20:25:48.982821] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-15T20:25:48.983544] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-15T20:25:48.983611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:48.983645] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:48.983672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:48.983728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:49.039861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:49.040512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:49.040606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:49.040641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:49.159397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:49.159556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:49.159613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:49.159643] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:49.162916] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=47.07%)
[2025-12-15T20:25:49.163186] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-15T20:25:49.163305] [INFO ] [sig       ] LAZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:49.304043] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LAZ.txt
[2025-12-15T20:25:49.304156] [INFO ] [sig       ] [1887/3591] Completed LAZ in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:49.304195] [INFO ] [sig       ] [1888/3591] Forecasting LBRDA...
[2025-12-15T20:25:49.304224] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-15T20:25:49.304254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-15T20:25:49.314627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-15T20:25:49.314934] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-15T20:25:49.315689] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-15T20:25:49.315738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:49.315770] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:49.315795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:49.315851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:49.374234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:49.374879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:49.374955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:49.374986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:49.492556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:49.492728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:49.492767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:49.492794] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:49.496051] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-12-15T20:25:49.496317] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-15T20:25:49.496438] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:49.633948] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LBRDA.txt
[2025-12-15T20:25:49.634104] [INFO ] [sig       ] [1888/3591] Completed LBRDA in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-15T20:25:49.634146] [INFO ] [sig       ] [1889/3591] Forecasting LBRDK...
[2025-12-15T20:25:49.634176] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-15T20:25:49.634208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-15T20:25:49.645918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-15T20:25:49.646379] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-15T20:25:49.647221] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-15T20:25:49.647273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:49.647321] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:49.647349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:49.647409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:49.704323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:49.705219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:49.705305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:49.705338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:49.827885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:49.828037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:49.828080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:49.828139] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:49.831551] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-15T20:25:49.831886] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-15T20:25:49.832021] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:49.974546] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LBRDK.txt
[2025-12-15T20:25:49.974724] [INFO ] [sig       ] [1889/3591] Completed LBRDK in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-15T20:25:49.974766] [INFO ] [sig       ] [1890/3591] Forecasting LBTYA...
[2025-12-15T20:25:49.974796] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-15T20:25:49.974825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-15T20:25:49.986307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-15T20:25:49.986716] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-15T20:25:49.987460] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-15T20:25:49.987511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:49.987542] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:49.987569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:49.987653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:50.048095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:50.048988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:50.049106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:50.049139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:50.179776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:50.179945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:50.179991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:50.180021] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:50.183514] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-12-15T20:25:50.183813] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-15T20:25:50.183948] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:50.324294] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LBTYA.txt
[2025-12-15T20:25:50.324423] [INFO ] [sig       ] [1890/3591] Completed LBTYA in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-15T20:25:50.324470] [INFO ] [sig       ] [1891/3591] Forecasting LBTYK...
[2025-12-15T20:25:50.324501] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-15T20:25:50.324532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-15T20:25:50.336409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-15T20:25:50.336765] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-15T20:25:50.337520] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-15T20:25:50.337593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:50.337628] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:50.337655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:50.337714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:50.396174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:50.397050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:50.397176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:50.397211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:50.519426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:50.519588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:50.519629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:50.519658] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:50.522900] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-15T20:25:50.523160] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-15T20:25:50.523294] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:50.665719] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LBTYK.txt
[2025-12-15T20:25:50.665853] [INFO ] [sig       ] [1891/3591] Completed LBTYK in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-15T20:25:50.665908] [INFO ] [sig       ] [1892/3591] Forecasting LC...
[2025-12-15T20:25:50.665940] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-15T20:25:50.665971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-15T20:25:50.677423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-15T20:25:50.677775] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-15T20:25:50.678530] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-15T20:25:50.678601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:50.678634] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:50.678661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:50.678716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:50.735069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:50.735950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:50.736035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:50.736069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:50.856310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:50.856458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:50.856497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:50.856525] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:50.859928] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-15T20:25:50.860196] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-15T20:25:50.860317] [INFO ] [sig       ] LC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:51.023710] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LC.txt
[2025-12-15T20:25:51.023873] [INFO ] [sig       ] [1892/3591] Completed LC in 0.4s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-15T20:25:51.023934] [INFO ] [sig       ] [1893/3591] Forecasting LCFY...
[2025-12-15T20:25:51.023966] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-15T20:25:51.024001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-15T20:25:51.034648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-15T20:25:51.034984] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-15T20:25:51.035768] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-15T20:25:51.035820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:51.035853] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:51.035881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:51.035938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:51.093774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:51.094452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:51.094549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:51.094601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:51.205806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:51.205957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:51.205998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:51.206027] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:51.209417] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=28.90%)
[2025-12-15T20:25:51.209709] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-15T20:25:51.209835] [INFO ] [sig       ] LCFY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:51.352644] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LCFY.txt
[2025-12-15T20:25:51.352782] [INFO ] [sig       ] [1893/3591] Completed LCFY in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-15T20:25:51.352823] [INFO ] [sig       ] [1894/3591] Forecasting LCID...
[2025-12-15T20:25:51.352853] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-15T20:25:51.352884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-15T20:25:51.363914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-15T20:25:51.364247] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-15T20:25:51.365014] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-15T20:25:51.365066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:51.365096] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:51.365121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:51.365176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:51.420800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:51.421486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:51.421566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:51.421619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:51.543920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:51.544074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:51.544113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:51.544142] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:51.547435] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-15T20:25:51.547726] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-15T20:25:51.547896] [INFO ] [sig       ] LCID: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:51.685200] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LCID.txt
[2025-12-15T20:25:51.685356] [INFO ] [sig       ] [1894/3591] Completed LCID in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-15T20:25:51.685398] [INFO ] [sig       ] [1895/3591] Forecasting LCII...
[2025-12-15T20:25:51.685427] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-15T20:25:51.685456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-15T20:25:51.699607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-15T20:25:51.699986] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-15T20:25:51.700766] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-15T20:25:51.700816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:51.700848] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:51.700874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:51.700930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:51.756388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:51.757279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:51.757376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:51.757411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:51.874392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:51.874541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:51.874600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:51.874631] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:51.877968] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-15T20:25:51.878238] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-15T20:25:51.878362] [INFO ] [sig       ] LCII: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:52.016005] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LCII.txt
[2025-12-15T20:25:52.016140] [INFO ] [sig       ] [1895/3591] Completed LCII in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-15T20:25:52.016180] [INFO ] [sig       ] [1896/3591] Forecasting LCNB...
[2025-12-15T20:25:52.016210] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-15T20:25:52.016240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-15T20:25:52.028196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-15T20:25:52.028553] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-15T20:25:52.029497] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-15T20:25:52.029549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:52.029600] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:52.029630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:52.029687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:52.086129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:52.087084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:52.087216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:52.087250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:52.191810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:52.191925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:52.191998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:52.192028] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:52.195152] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-12-15T20:25:52.195427] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-15T20:25:52.195551] [INFO ] [sig       ] LCNB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:52.335855] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LCNB.txt
[2025-12-15T20:25:52.335995] [INFO ] [sig       ] [1896/3591] Completed LCNB in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:52.336034] [INFO ] [sig       ] [1897/3591] Forecasting LDI...
[2025-12-15T20:25:52.336064] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-15T20:25:52.336094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-15T20:25:52.348678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-15T20:25:52.349038] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-15T20:25:52.349860] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-15T20:25:52.349911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:52.349942] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:52.349968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:52.350024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:52.407914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:52.408754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:52.408833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:52.408865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:52.529561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:52.529736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:52.529778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:52.529807] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:52.533234] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-12-15T20:25:52.533514] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-15T20:25:52.533657] [INFO ] [sig       ] LDI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:52.675913] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LDI.txt
[2025-12-15T20:25:52.676059] [INFO ] [sig       ] [1897/3591] Completed LDI in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:52.676099] [INFO ] [sig       ] [1898/3591] Forecasting LDOS...
[2025-12-15T20:25:52.676127] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-15T20:25:52.676156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-15T20:25:52.688604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-15T20:25:52.688935] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-15T20:25:52.689779] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-15T20:25:52.689829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:52.689866] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:52.689903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:52.689968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:52.746848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:52.747671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:52.747769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:52.747804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:52.864853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:52.865002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:52.865041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:52.865069] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:52.868396] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=33.82%)
[2025-12-15T20:25:52.868682] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-15T20:25:52.868803] [INFO ] [sig       ] LDOS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:53.009111] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LDOS.txt
[2025-12-15T20:25:53.009251] [INFO ] [sig       ] [1898/3591] Completed LDOS in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:53.009291] [INFO ] [sig       ] [1899/3591] Forecasting LDP...
[2025-12-15T20:25:53.009320] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-15T20:25:53.009349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-15T20:25:53.020058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-15T20:25:53.020379] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-15T20:25:53.021148] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-15T20:25:53.021198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:53.021230] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:53.021256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:53.021312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:53.079638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:53.080397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:53.080492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:53.080526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:53.200485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:53.200652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:53.200693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:53.200723] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:53.204089] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=34.22%)
[2025-12-15T20:25:53.204356] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-15T20:25:53.204478] [INFO ] [sig       ] LDP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:53.346871] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LDP.txt
[2025-12-15T20:25:53.347039] [INFO ] [sig       ] [1899/3591] Completed LDP in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:53.347080] [INFO ] [sig       ] [1900/3591] Forecasting LDSF...
[2025-12-15T20:25:53.347110] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-15T20:25:53.347142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-15T20:25:53.357879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-15T20:25:53.358215] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-15T20:25:53.359035] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-15T20:25:53.359091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:53.359139] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:53.359166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:53.359221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:53.417469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:53.418344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:53.418431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:53.418467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:53.535460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:53.535630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:53.535671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:53.535699] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:53.539129] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2025-12-15T20:25:53.539425] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-15T20:25:53.539558] [INFO ] [sig       ] LDSF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:53.681792] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LDSF.txt
[2025-12-15T20:25:53.681936] [INFO ] [sig       ] [1900/3591] Completed LDSF in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:53.681977] [INFO ] [sig       ] [1901/3591] Forecasting LE...
[2025-12-15T20:25:53.682006] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-15T20:25:53.682036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-15T20:25:53.693053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-15T20:25:53.693376] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-15T20:25:53.694137] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-15T20:25:53.694188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:53.694219] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:53.694246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:53.694302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:53.750028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:53.750790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:53.750870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:53.750901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:53.872285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:53.872436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:53.872482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:53.872516] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:53.875878] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=47.37%)
[2025-12-15T20:25:53.876168] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-15T20:25:53.876300] [INFO ] [sig       ] LE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:54.017441] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LE.txt
[2025-12-15T20:25:54.017609] [INFO ] [sig       ] [1901/3591] Completed LE in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:54.017653] [INFO ] [sig       ] [1902/3591] Forecasting LEA...
[2025-12-15T20:25:54.017683] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-15T20:25:54.017714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-15T20:25:54.029135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-15T20:25:54.029524] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-15T20:25:54.030337] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-15T20:25:54.030389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:54.030423] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:54.030451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:54.030515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:54.089238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:54.089938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:54.090018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:54.090051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:54.211513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:54.211681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:54.211720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:54.211748] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:54.215130] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-12-15T20:25:54.215401] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-15T20:25:54.215525] [INFO ] [sig       ] LEA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:54.357303] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LEA.txt
[2025-12-15T20:25:54.357435] [INFO ] [sig       ] [1902/3591] Completed LEA in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:54.357475] [INFO ] [sig       ] [1903/3591] Forecasting LECO...
[2025-12-15T20:25:54.357505] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-15T20:25:54.357534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-15T20:25:54.368450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-15T20:25:54.368766] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-15T20:25:54.369565] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-15T20:25:54.369640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:54.369694] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:54.369722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:54.369779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:54.425626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:54.426269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:54.426347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:54.426379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:54.543834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:54.544007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:54.544048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:54.544076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:54.547366] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-15T20:25:54.547687] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-15T20:25:54.547813] [INFO ] [sig       ] LECO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:54.686408] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LECO.txt
[2025-12-15T20:25:54.686564] [INFO ] [sig       ] [1903/3591] Completed LECO in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:54.686628] [INFO ] [sig       ] [1904/3591] Forecasting LEG...
[2025-12-15T20:25:54.686687] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-15T20:25:54.686719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-15T20:25:54.698315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-15T20:25:54.698722] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-15T20:25:54.699521] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-15T20:25:54.699598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:54.699632] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:54.699659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:54.699715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:54.756240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:54.756957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:54.757051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:54.757084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:54.875746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:54.875892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:54.875931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:54.875960] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:54.879324] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-15T20:25:54.879649] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-15T20:25:54.879784] [INFO ] [sig       ] LEG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:55.018337] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LEG.txt
[2025-12-15T20:25:55.018486] [INFO ] [sig       ] [1904/3591] Completed LEG in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:55.018526] [INFO ] [sig       ] [1905/3591] Forecasting LEGH...
[2025-12-15T20:25:55.018558] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-15T20:25:55.018610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-15T20:25:55.029702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-15T20:25:55.030058] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-15T20:25:55.030886] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-15T20:25:55.030939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:55.030971] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:55.030998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:55.031056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:55.088402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:55.089195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:55.089293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:55.089345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:55.210661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:55.210816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:55.210855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:55.210883] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:55.214303] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-15T20:25:55.214615] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-15T20:25:55.214745] [INFO ] [sig       ] LEGH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:55.352687] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LEGH.txt
[2025-12-15T20:25:55.352825] [INFO ] [sig       ] [1905/3591] Completed LEGH in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:55.352866] [INFO ] [sig       ] [1906/3591] Forecasting LEGN...
[2025-12-15T20:25:55.352897] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-15T20:25:55.352928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-15T20:25:55.363717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-15T20:25:55.364048] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-15T20:25:55.364813] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-15T20:25:55.364863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:55.364893] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:55.364920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:55.364974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:55.422347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:55.423078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:55.423178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:55.423213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:55.545613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:55.545764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:55.545803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:55.545864] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:55.549173] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-12-15T20:25:55.549440] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-15T20:25:55.549602] [INFO ] [sig       ] LEGN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:55.690708] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LEGN.txt
[2025-12-15T20:25:55.690860] [INFO ] [sig       ] [1906/3591] Completed LEGN in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-15T20:25:55.690902] [INFO ] [sig       ] [1907/3591] Forecasting LEN...
[2025-12-15T20:25:55.690933] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-15T20:25:55.690964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-15T20:25:55.702480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-15T20:25:55.702910] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-15T20:25:55.703750] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-15T20:25:55.703808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:55.703840] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:55.703866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:55.703922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:55.761614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:55.762428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:55.762513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:55.762553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:55.885366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:55.885522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:55.885588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:55.885645] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:55.888963] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=31.21%)
[2025-12-15T20:25:55.889229] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-15T20:25:55.889350] [INFO ] [sig       ] LEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:56.032148] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LEN.txt
[2025-12-15T20:25:56.032312] [INFO ] [sig       ] [1907/3591] Completed LEN in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-15T20:25:56.032354] [INFO ] [sig       ] [1908/3591] Forecasting LENZ...
[2025-12-15T20:25:56.032382] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-15T20:25:56.032413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-15T20:25:56.043379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-15T20:25:56.043755] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-15T20:25:56.044540] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-15T20:25:56.044617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:56.044655] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:56.044684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:56.044743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:56.101980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:56.102676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:56.102755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:56.102787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:56.221610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:56.221757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:56.221795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:56.221824] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:56.225088] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-15T20:25:56.225348] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-15T20:25:56.225469] [INFO ] [sig       ] LENZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:56.364351] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LENZ.txt
[2025-12-15T20:25:56.364511] [INFO ] [sig       ] [1908/3591] Completed LENZ in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-15T20:25:56.364553] [INFO ] [sig       ] [1909/3591] Forecasting LEO...
[2025-12-15T20:25:56.364602] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-15T20:25:56.364634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-15T20:25:56.375177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-15T20:25:56.375510] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-15T20:25:56.376313] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-15T20:25:56.376365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:56.376396] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:56.376423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:56.376480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:56.437732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:56.438640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:56.438726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:56.438761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:56.561049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:56.561200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:56.561239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:56.561266] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:56.564563] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-12-15T20:25:56.564847] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-15T20:25:56.564965] [INFO ] [sig       ] LEO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:56.702894] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LEO.txt
[2025-12-15T20:25:56.703027] [INFO ] [sig       ] [1909/3591] Completed LEO in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-15T20:25:56.703067] [INFO ] [sig       ] [1910/3591] Forecasting LESL...
[2025-12-15T20:25:56.703097] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-15T20:25:56.703125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-15T20:25:56.713972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-15T20:25:56.714326] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-15T20:25:56.715110] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-15T20:25:56.715162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:56.715193] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:56.715219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:56.715274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:56.773072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:56.774053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:56.774151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:56.774185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:56.904045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:56.904241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:56.904290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:56.904327] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:56.907911] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-12-15T20:25:56.908203] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-15T20:25:56.908332] [INFO ] [sig       ] LESL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:57.047999] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LESL.txt
[2025-12-15T20:25:57.048130] [INFO ] [sig       ] [1910/3591] Completed LESL in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-15T20:25:57.048178] [INFO ] [sig       ] [1911/3591] Forecasting LEVI...
[2025-12-15T20:25:57.048209] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-15T20:25:57.048237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-15T20:25:57.059763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-15T20:25:57.060117] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-15T20:25:57.061146] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-15T20:25:57.061199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:57.061231] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:57.061260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:57.061332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:57.119854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:57.121101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:57.121191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:57.121224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:57.254646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:57.254802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:57.254844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:57.254875] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:57.258555] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-15T20:25:57.258906] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-15T20:25:57.259054] [INFO ] [sig       ] LEVI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:57.403055] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LEVI.txt
[2025-12-15T20:25:57.403210] [INFO ] [sig       ] [1911/3591] Completed LEVI in 0.4s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-15T20:25:57.403253] [INFO ] [sig       ] [1912/3591] Forecasting LFMD...
[2025-12-15T20:25:57.403285] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-15T20:25:57.403317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-15T20:25:57.414712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-15T20:25:57.415103] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-15T20:25:57.415953] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-15T20:25:57.416007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:57.416039] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:57.416066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:57.416124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:57.472190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:57.473076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:57.473162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:57.473197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:57.599079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:57.599216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:57.599255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:57.599284] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:57.602770] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-15T20:25:57.603056] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-15T20:25:57.603185] [INFO ] [sig       ] LFMD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:57.749289] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LFMD.txt
[2025-12-15T20:25:57.749468] [INFO ] [sig       ] [1912/3591] Completed LFMD in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-15T20:25:57.749523] [INFO ] [sig       ] [1913/3591] Forecasting LFUS...
[2025-12-15T20:25:57.749563] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-15T20:25:57.749624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-15T20:25:57.761385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-15T20:25:57.761789] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-15T20:25:57.762620] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-15T20:25:57.762707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:57.762763] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:57.762801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:57.762875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:57.821976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:57.822920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:57.823051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:57.823087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:57.946860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:57.947024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:57.947065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:57.947095] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:57.950530] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-15T20:25:57.950829] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-15T20:25:57.950961] [INFO ] [sig       ] LFUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:58.093692] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LFUS.txt
[2025-12-15T20:25:58.093840] [INFO ] [sig       ] [1913/3591] Completed LFUS in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-15T20:25:58.093882] [INFO ] [sig       ] [1914/3591] Forecasting LFVN...
[2025-12-15T20:25:58.093911] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-15T20:25:58.093941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-15T20:25:58.105229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-15T20:25:58.105650] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-15T20:25:58.106454] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-15T20:25:58.106507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:58.106539] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:58.106567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:58.106644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:58.165894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:58.166726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:58.166804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:58.166837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:58.284734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:58.284887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:58.284926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:58.284953] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:58.288223] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-12-15T20:25:58.288484] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-15T20:25:58.288621] [INFO ] [sig       ] LFVN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:58.429163] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LFVN.txt
[2025-12-15T20:25:58.429310] [INFO ] [sig       ] [1914/3591] Completed LFVN in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:25:58.429351] [INFO ] [sig       ] [1915/3591] Forecasting LGCL...
[2025-12-15T20:25:58.429380] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-15T20:25:58.429409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-15T20:25:58.439936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-15T20:25:58.440275] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-15T20:25:58.441071] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-15T20:25:58.441122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:58.441153] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:58.441180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:58.441235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:58.499227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:58.500117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:58.500200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:58.500234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:58.611094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:58.611239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:58.611278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:58.611307] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:58.614537] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-15T20:25:58.614842] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-15T20:25:58.614961] [INFO ] [sig       ] LGCL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:58.756934] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LGCL.txt
[2025-12-15T20:25:58.757063] [INFO ] [sig       ] [1915/3591] Completed LGCL in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:25:58.757103] [INFO ] [sig       ] [1916/3591] Forecasting LGI...
[2025-12-15T20:25:58.757132] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-15T20:25:58.757161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-15T20:25:58.768795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-15T20:25:58.772836] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-15T20:25:58.773745] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-15T20:25:58.773798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:58.773831] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:58.773858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:58.773915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:58.834017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:58.834869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:58.834951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:58.834984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:58.957696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:58.957846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:58.957885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:58.957915] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:58.961596] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-12-15T20:25:58.961906] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-15T20:25:58.962042] [INFO ] [sig       ] LGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:59.108229] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LGI.txt
[2025-12-15T20:25:59.108393] [INFO ] [sig       ] [1916/3591] Completed LGI in 0.4s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:25:59.108434] [INFO ] [sig       ] [1917/3591] Forecasting LGIH...
[2025-12-15T20:25:59.108464] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-15T20:25:59.108493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-15T20:25:59.119277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-15T20:25:59.119650] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-15T20:25:59.120410] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-15T20:25:59.120460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:59.120491] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:59.120517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:59.120602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:59.177338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:59.178115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:59.178195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:59.178228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:59.297931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:59.298097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:59.298142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:59.298171] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:59.301550] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-15T20:25:59.301855] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-15T20:25:59.301981] [INFO ] [sig       ] LGIH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:25:59.441355] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LGIH.txt
[2025-12-15T20:25:59.441488] [INFO ] [sig       ] [1917/3591] Completed LGIH in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:25:59.441529] [INFO ] [sig       ] [1918/3591] Forecasting LGND...
[2025-12-15T20:25:59.441563] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-15T20:25:59.441623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-15T20:25:59.452769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-15T20:25:59.453097] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-15T20:25:59.453876] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-15T20:25:59.453927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:59.453959] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:59.453987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:59.454043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:59.511032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:59.511808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:59.511888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:59.511922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:59.634702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:59.634873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:59.634924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:59.634954] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:59.638447] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-12-15T20:25:59.638742] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-15T20:25:59.638869] [INFO ] [sig       ] LGND: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:25:59.781201] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LGND.txt
[2025-12-15T20:25:59.781344] [INFO ] [sig       ] [1918/3591] Completed LGND in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:25:59.781384] [INFO ] [sig       ] [1919/3591] Forecasting LH...
[2025-12-15T20:25:59.781414] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-15T20:25:59.781444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-15T20:25:59.792102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-15T20:25:59.792432] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-15T20:25:59.793239] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-15T20:25:59.793291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:25:59.793322] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:25:59.793349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:25:59.793405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:25:59.851031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:25:59.851769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:25:59.851856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:25:59.851889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:25:59.971637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:25:59.971786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:25:59.971827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:25:59.971858] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:25:59.975200] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-15T20:25:59.975472] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-15T20:25:59.975614] [INFO ] [sig       ] LH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:00.128081] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LH.txt
[2025-12-15T20:26:00.128246] [INFO ] [sig       ] [1919/3591] Completed LH in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:26:00.128286] [INFO ] [sig       ] [1920/3591] Forecasting LHX...
[2025-12-15T20:26:00.128316] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-15T20:26:00.128346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-15T20:26:00.141238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-15T20:26:00.141611] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-15T20:26:00.142564] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-15T20:26:00.142633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:00.142692] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:00.142720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:00.142790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:00.200693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:00.201374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:00.201452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:00.201484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:00.325195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:00.325326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:00.325366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:00.325394] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:00.329047] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-12-15T20:26:00.329314] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-15T20:26:00.329436] [INFO ] [sig       ] LHX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:00.480665] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LHX.txt
[2025-12-15T20:26:00.480829] [INFO ] [sig       ] [1920/3591] Completed LHX in 0.4s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:26:00.480870] [INFO ] [sig       ] [1921/3591] Forecasting LI...
[2025-12-15T20:26:00.480899] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-15T20:26:00.480928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-15T20:26:00.492831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-15T20:26:00.493186] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-15T20:26:00.493985] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-15T20:26:00.494036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:00.494069] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:00.494096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:00.494151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:00.551141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:00.551987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:00.552072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:00.552105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:00.674891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:00.675001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:00.675039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:00.675068] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:00.678444] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-15T20:26:00.678769] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-15T20:26:00.678903] [INFO ] [sig       ] LI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:00.821124] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LI.txt
[2025-12-15T20:26:00.821276] [INFO ] [sig       ] [1921/3591] Completed LI in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:26:00.821317] [INFO ] [sig       ] [1922/3591] Forecasting LICN...
[2025-12-15T20:26:00.821346] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-15T20:26:00.821375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-15T20:26:00.832207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-15T20:26:00.832570] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-15T20:26:00.833386] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-15T20:26:00.833438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:00.833470] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:00.833496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:00.833551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:00.892228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:00.893076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:00.893156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:00.893188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:01.011802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:01.011912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:01.011949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:01.011976] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:01.015203] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=75.06%)
[2025-12-15T20:26:01.015477] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-15T20:26:01.015619] [INFO ] [sig       ] LICN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:01.152275] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LICN.txt
[2025-12-15T20:26:01.152407] [INFO ] [sig       ] [1922/3591] Completed LICN in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:26:01.152447] [INFO ] [sig       ] [1923/3591] Forecasting LIF...
[2025-12-15T20:26:01.152478] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-15T20:26:01.152508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-15T20:26:01.162849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-15T20:26:01.163171] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-15T20:26:01.163944] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-15T20:26:01.163995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:01.164026] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:01.164053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:01.164108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:01.220458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:01.221351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:01.221440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:01.221473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:01.347969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:01.348109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:01.348150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:01.348177] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:01.351556] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=64.45%)
[2025-12-15T20:26:01.351867] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-15T20:26:01.351997] [INFO ] [sig       ] LIF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:01.488344] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LIF.txt
[2025-12-15T20:26:01.488458] [INFO ] [sig       ] [1923/3591] Completed LIF in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-15T20:26:01.488498] [INFO ] [sig       ] [1924/3591] Forecasting LII...
[2025-12-15T20:26:01.488528] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-15T20:26:01.488558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-15T20:26:01.498936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-15T20:26:01.499287] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-15T20:26:01.500072] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-15T20:26:01.500126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:01.500172] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:01.500201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:01.500258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:01.554974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:01.555547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:01.555640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:01.555673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:01.674533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:01.674688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:01.674727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:01.674755] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:01.678010] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-12-15T20:26:01.678274] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-15T20:26:01.678392] [INFO ] [sig       ] LII: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:01.818253] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LII.txt
[2025-12-15T20:26:01.818378] [INFO ] [sig       ] [1924/3591] Completed LII in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-15T20:26:01.818418] [INFO ] [sig       ] [1925/3591] Forecasting LILA...
[2025-12-15T20:26:01.818447] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-15T20:26:01.818476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-15T20:26:01.828914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-15T20:26:01.829249] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-15T20:26:01.830073] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-15T20:26:01.830123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:01.830155] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:01.830182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:01.830237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:01.885556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:01.886273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:01.886353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:01.886387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:02.013238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:02.013426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:02.013484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:02.013526] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:02.018992] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-15T20:26:02.019471] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-15T20:26:02.019697] [INFO ] [sig       ] LILA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:02.172740] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LILA.txt
[2025-12-15T20:26:02.172899] [INFO ] [sig       ] [1925/3591] Completed LILA in 0.4s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-15T20:26:02.172939] [INFO ] [sig       ] [1926/3591] Forecasting LILAK...
[2025-12-15T20:26:02.172968] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-15T20:26:02.172997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-15T20:26:02.186693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-15T20:26:02.187169] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-15T20:26:02.188243] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-15T20:26:02.188310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:02.188357] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:02.188398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:02.188480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:02.262164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:02.263066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:02.263155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:02.263188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:02.391371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:02.391539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:02.391597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:02.391628] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:02.395755] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-12-15T20:26:02.396290] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-15T20:26:02.396425] [INFO ] [sig       ] LILAK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:02.547521] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LILAK.txt
[2025-12-15T20:26:02.547702] [INFO ] [sig       ] [1926/3591] Completed LILAK in 0.4s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-15T20:26:02.547749] [INFO ] [sig       ] [1927/3591] Forecasting LIN...
[2025-12-15T20:26:02.547781] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-15T20:26:02.547813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-15T20:26:02.559033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-15T20:26:02.559433] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-15T20:26:02.560258] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-15T20:26:02.560311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:02.560342] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:02.560369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:02.560425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:02.616266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:02.617132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:02.617217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:02.617249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:02.736646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:02.736847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:02.736888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:02.736916] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:02.740529] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-12-15T20:26:02.740844] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-15T20:26:02.740965] [INFO ] [sig       ] LIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:02.878697] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LIN.txt
[2025-12-15T20:26:02.878837] [INFO ] [sig       ] [1927/3591] Completed LIN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-15T20:26:02.878885] [INFO ] [sig       ] [1928/3591] Forecasting LINC...
[2025-12-15T20:26:02.878916] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-15T20:26:02.878958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-15T20:26:02.890030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-15T20:26:02.890331] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-15T20:26:02.891121] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-15T20:26:02.891173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:02.891204] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:02.891230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:02.891286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:02.947055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:02.947713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:02.947789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:02.947821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:03.060110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:03.060260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:03.060297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:03.060324] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:03.063608] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-12-15T20:26:03.063873] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-15T20:26:03.063993] [INFO ] [sig       ] LINC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:03.199993] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LINC.txt
[2025-12-15T20:26:03.200131] [INFO ] [sig       ] [1928/3591] Completed LINC in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-15T20:26:03.200172] [INFO ] [sig       ] [1929/3591] Forecasting LIND...
[2025-12-15T20:26:03.200202] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-15T20:26:03.200230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-15T20:26:03.212006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-15T20:26:03.212391] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-15T20:26:03.213200] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-15T20:26:03.213253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:03.213296] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:03.213329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:03.213386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:03.271760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:03.272631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:03.272715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:03.272750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:03.391777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:03.391929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:03.391968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:03.391995] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:03.395329] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=31.15%)
[2025-12-15T20:26:03.395612] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-15T20:26:03.395753] [INFO ] [sig       ] LIND: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:03.532016] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LIND.txt
[2025-12-15T20:26:03.532148] [INFO ] [sig       ] [1929/3591] Completed LIND in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-15T20:26:03.532187] [INFO ] [sig       ] [1930/3591] Forecasting LINE...
[2025-12-15T20:26:03.532216] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-15T20:26:03.532245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-15T20:26:03.542980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-15T20:26:03.543323] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-15T20:26:03.544095] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-15T20:26:03.544146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:03.544176] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:03.544203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:03.544258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:03.599137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:03.599937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:03.600053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:03.600085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:03.722335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:03.722487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:03.722526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:03.722554] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:03.725849] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-12-15T20:26:03.726113] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-15T20:26:03.726234] [INFO ] [sig       ] LINE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:03.862861] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LINE.txt
[2025-12-15T20:26:03.862992] [INFO ] [sig       ] [1930/3591] Completed LINE in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-15T20:26:03.863033] [INFO ] [sig       ] [1931/3591] Forecasting LINK...
[2025-12-15T20:26:03.863063] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-15T20:26:03.863092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-15T20:26:03.873299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-15T20:26:03.873643] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-15T20:26:03.874379] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-15T20:26:03.874429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:03.874461] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:03.874487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:03.874543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:03.930464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:03.931406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:03.931497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:03.931530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:04.044877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:04.045039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:04.045097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:04.045126] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:04.048479] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=47.74%)
[2025-12-15T20:26:04.048800] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-15T20:26:04.048935] [INFO ] [sig       ] LINK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:04.193375] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LINK.txt
[2025-12-15T20:26:04.193533] [INFO ] [sig       ] [1931/3591] Completed LINK in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:04.193593] [INFO ] [sig       ] [1932/3591] Forecasting LITE...
[2025-12-15T20:26:04.193626] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-15T20:26:04.193657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-15T20:26:04.205189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-15T20:26:04.205621] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-15T20:26:04.206625] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-15T20:26:04.206678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:04.206709] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:04.206736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:04.206792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:04.266325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:04.267252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:04.267348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:04.267384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:04.393239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:04.393395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:04.393434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:04.393465] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:04.396880] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-15T20:26:04.397196] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-15T20:26:04.397327] [INFO ] [sig       ] LITE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:04.540380] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LITE.txt
[2025-12-15T20:26:04.540524] [INFO ] [sig       ] [1932/3591] Completed LITE in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:04.540562] [INFO ] [sig       ] [1933/3591] Forecasting LITM...
[2025-12-15T20:26:04.540614] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-15T20:26:04.540644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-15T20:26:04.551382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-15T20:26:04.551783] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-15T20:26:04.552537] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-15T20:26:04.552606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:04.552640] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:04.552666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:04.552723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:04.609281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:04.610123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:04.610224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:04.610260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:04.731476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:04.731651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:04.731693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:04.731724] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:04.735266] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=19.38%)
[2025-12-15T20:26:04.735626] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-15T20:26:04.735768] [INFO ] [sig       ] LITM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:04.880296] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LITM.txt
[2025-12-15T20:26:04.880484] [INFO ] [sig       ] [1933/3591] Completed LITM in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:04.880531] [INFO ] [sig       ] [1934/3591] Forecasting LIVN...
[2025-12-15T20:26:04.880562] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-15T20:26:04.880617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-15T20:26:04.891619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-15T20:26:04.892024] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-15T20:26:04.892847] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-15T20:26:04.892903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:04.892935] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:04.892962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:04.893018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:04.953934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:04.954929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:04.955027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:04.955062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:05.077925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:05.078079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:05.078117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:05.078145] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:05.081633] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=81.44%)
[2025-12-15T20:26:05.081912] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-15T20:26:05.082209] [INFO ] [sig       ] LIVN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:05.224804] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LIVN.txt
[2025-12-15T20:26:05.224968] [INFO ] [sig       ] [1934/3591] Completed LIVN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:05.225009] [INFO ] [sig       ] [1935/3591] Forecasting LKFN...
[2025-12-15T20:26:05.225040] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-15T20:26:05.225071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-15T20:26:05.236192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-15T20:26:05.236611] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-15T20:26:05.237524] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-15T20:26:05.237613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:05.237694] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:05.237734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:05.237817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:05.295313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:05.296194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:05.296279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:05.296312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:05.415066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:05.415222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:05.415263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:05.415292] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:05.418971] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=57.99%)
[2025-12-15T20:26:05.419357] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-15T20:26:05.419499] [INFO ] [sig       ] LKFN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:05.560925] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LKFN.txt
[2025-12-15T20:26:05.561081] [INFO ] [sig       ] [1935/3591] Completed LKFN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:05.561123] [INFO ] [sig       ] [1936/3591] Forecasting LKQ...
[2025-12-15T20:26:05.561151] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-15T20:26:05.561180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-15T20:26:05.572340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-15T20:26:05.572775] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-15T20:26:05.573562] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-15T20:26:05.573643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:05.573678] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:05.573706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:05.573765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:05.630763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:05.631620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:05.631707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:05.631741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:05.756754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:05.756962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:05.757004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:05.757042] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:05.760662] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2025-12-15T20:26:05.760997] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-15T20:26:05.761127] [INFO ] [sig       ] LKQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:05.902870] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LKQ.txt
[2025-12-15T20:26:05.903024] [INFO ] [sig       ] [1936/3591] Completed LKQ in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:05.903066] [INFO ] [sig       ] [1937/3591] Forecasting LLY...
[2025-12-15T20:26:05.903096] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-15T20:26:05.903126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-15T20:26:05.915001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-15T20:26:05.915424] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-15T20:26:05.916245] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-15T20:26:05.916298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:05.916356] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:05.916384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:05.916440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:05.972835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:05.973690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:05.973777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:05.973810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:06.094690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:06.094857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:06.094896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:06.094925] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:06.098315] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-12-15T20:26:06.098642] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-15T20:26:06.098776] [INFO ] [sig       ] LLY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:06.240778] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LLY.txt
[2025-12-15T20:26:06.240932] [INFO ] [sig       ] [1937/3591] Completed LLY in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:06.240972] [INFO ] [sig       ] [1938/3591] Forecasting LLYVA...
[2025-12-15T20:26:06.241001] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-15T20:26:06.241029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-15T20:26:06.252314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-15T20:26:06.252637] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-15T20:26:06.253603] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-15T20:26:06.253654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:06.253684] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:06.253711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:06.253766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:06.310334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:06.310961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:06.311039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:06.311071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:06.430055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:06.430216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:06.430257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:06.430287] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:06.433684] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2025-12-15T20:26:06.433983] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-15T20:26:06.434112] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:06.577869] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LLYVA.txt
[2025-12-15T20:26:06.577997] [INFO ] [sig       ] [1938/3591] Completed LLYVA in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:06.578037] [INFO ] [sig       ] [1939/3591] Forecasting LLYVK...
[2025-12-15T20:26:06.578074] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-15T20:26:06.578104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-15T20:26:06.588455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-15T20:26:06.588768] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-15T20:26:06.589540] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-15T20:26:06.589616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:06.589650] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:06.589676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:06.589732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:06.645147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:06.645803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:06.645880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:06.645912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:06.762780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:06.762931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:06.762970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:06.762999] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:06.766234] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=41.85%)
[2025-12-15T20:26:06.766505] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-15T20:26:06.766653] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:06.904166] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LLYVK.txt
[2025-12-15T20:26:06.904291] [INFO ] [sig       ] [1939/3591] Completed LLYVK in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:06.904331] [INFO ] [sig       ] [1940/3591] Forecasting LMB...
[2025-12-15T20:26:06.904360] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-15T20:26:06.904389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-15T20:26:06.915744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-15T20:26:06.916070] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-15T20:26:06.916828] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-15T20:26:06.916878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:06.916909] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:06.916935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:06.916991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:06.973116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:06.973810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:06.973888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:06.973919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:07.091294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:07.091440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:07.091479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:07.091545] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:07.094841] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-15T20:26:07.095104] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-15T20:26:07.095223] [INFO ] [sig       ] LMB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:07.234616] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LMB.txt
[2025-12-15T20:26:07.234744] [INFO ] [sig       ] [1940/3591] Completed LMB in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:07.234791] [INFO ] [sig       ] [1941/3591] Forecasting LMBS...
[2025-12-15T20:26:07.234829] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-15T20:26:07.234865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-15T20:26:07.245321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-15T20:26:07.245643] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-15T20:26:07.246421] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-15T20:26:07.246471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:07.246501] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:07.246528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:07.246599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:07.305972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:07.306687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:07.306763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:07.306795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:07.426701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:07.426861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:07.426899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:07.426926] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:07.430373] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-12-15T20:26:07.430723] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-15T20:26:07.430864] [INFO ] [sig       ] LMBS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:07.569775] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LMBS.txt
[2025-12-15T20:26:07.569932] [INFO ] [sig       ] [1941/3591] Completed LMBS in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-15T20:26:07.569975] [INFO ] [sig       ] [1942/3591] Forecasting LMND...
[2025-12-15T20:26:07.570004] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-15T20:26:07.570032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-15T20:26:07.580706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-15T20:26:07.581072] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-15T20:26:07.581835] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-15T20:26:07.581885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:07.581917] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:07.581943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:07.582000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:07.640437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:07.641463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:07.641607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:07.641649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:07.767083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:07.767235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:07.767273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:07.767320] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:07.770682] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2025-12-15T20:26:07.770977] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-15T20:26:07.771099] [INFO ] [sig       ] LMND: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:07.910084] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LMND.txt
[2025-12-15T20:26:07.910214] [INFO ] [sig       ] [1942/3591] Completed LMND in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-15T20:26:07.910254] [INFO ] [sig       ] [1943/3591] Forecasting LNC...
[2025-12-15T20:26:07.910284] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-15T20:26:07.910314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-15T20:26:07.920802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-15T20:26:07.921155] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-15T20:26:07.921948] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-15T20:26:07.922000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:07.922033] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:07.922065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:07.922137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:07.977132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:07.977981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:07.978071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:07.978103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:08.101934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:08.102091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:08.102130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:08.102157] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:08.105393] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-12-15T20:26:08.105670] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-15T20:26:08.105793] [INFO ] [sig       ] LNC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:08.247583] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LNC.txt
[2025-12-15T20:26:08.247715] [INFO ] [sig       ] [1943/3591] Completed LNC in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-15T20:26:08.247755] [INFO ] [sig       ] [1944/3591] Forecasting LND...
[2025-12-15T20:26:08.247790] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-15T20:26:08.247825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-15T20:26:08.258415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-15T20:26:08.258757] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-15T20:26:08.259535] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-15T20:26:08.259602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:08.259635] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:08.259662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:08.259724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:08.315477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:08.316260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:08.316339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:08.316388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:08.426589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:08.426736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:08.426774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:08.426802] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:08.430059] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=41.41%)
[2025-12-15T20:26:08.430320] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-15T20:26:08.430438] [INFO ] [sig       ] LND: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:08.570351] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LND.txt
[2025-12-15T20:26:08.570505] [INFO ] [sig       ] [1944/3591] Completed LND in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-15T20:26:08.570546] [INFO ] [sig       ] [1945/3591] Forecasting LNG...
[2025-12-15T20:26:08.570598] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-15T20:26:08.570631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-15T20:26:08.581515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-15T20:26:08.581871] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-15T20:26:08.582701] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-15T20:26:08.582755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:08.582788] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:08.582816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:08.582878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:08.639652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:08.640282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:08.640359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:08.640391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:08.759271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:08.759422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:08.759463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:08.759494] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:08.762789] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-12-15T20:26:08.763054] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-15T20:26:08.763173] [INFO ] [sig       ] LNG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:08.901919] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LNG.txt
[2025-12-15T20:26:08.902043] [INFO ] [sig       ] [1945/3591] Completed LNG in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-15T20:26:08.902081] [INFO ] [sig       ] [1946/3591] Forecasting LNKB...
[2025-12-15T20:26:08.902109] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-15T20:26:08.902138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-15T20:26:08.912454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-15T20:26:08.912786] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-15T20:26:08.913528] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-15T20:26:08.913597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:08.913630] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:08.913670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:08.913727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:08.970040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:08.970662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:08.970739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:08.970771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:09.084763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:09.084923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:09.084968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:09.085000] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:09.088343] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-15T20:26:09.088638] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-15T20:26:09.088760] [INFO ] [sig       ] LNKB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:09.228385] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LNKB.txt
[2025-12-15T20:26:09.228511] [INFO ] [sig       ] [1946/3591] Completed LNKB in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-15T20:26:09.228551] [INFO ] [sig       ] [1947/3591] Forecasting LNN...
[2025-12-15T20:26:09.228596] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-15T20:26:09.228629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-15T20:26:09.240035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-15T20:26:09.240373] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-15T20:26:09.241227] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-15T20:26:09.241281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:09.241314] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:09.241344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:09.241402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:09.299956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:09.300591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:09.300695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:09.300731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:09.420903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:09.421048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:09.421088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:09.421118] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:09.424373] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=34.51%)
[2025-12-15T20:26:09.424658] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-15T20:26:09.424780] [INFO ] [sig       ] LNN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:09.564035] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LNN.txt
[2025-12-15T20:26:09.564163] [INFO ] [sig       ] [1947/3591] Completed LNN in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-15T20:26:09.564203] [INFO ] [sig       ] [1948/3591] Forecasting LNTH...
[2025-12-15T20:26:09.564233] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-15T20:26:09.564262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-15T20:26:09.575203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-15T20:26:09.575613] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-15T20:26:09.576400] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-15T20:26:09.576451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:09.576482] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:09.576508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:09.576565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:09.632793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:09.633663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:09.633744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:09.633776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:09.752378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:09.752520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:09.752559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:09.752606] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:09.755915] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-15T20:26:09.756174] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-15T20:26:09.756297] [INFO ] [sig       ] LNTH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:09.895208] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LNTH.txt
[2025-12-15T20:26:09.895336] [INFO ] [sig       ] [1948/3591] Completed LNTH in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:09.895377] [INFO ] [sig       ] [1949/3591] Forecasting LNZA...
[2025-12-15T20:26:09.895406] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-15T20:26:09.895435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-15T20:26:09.906662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-15T20:26:09.906987] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-15T20:26:09.907754] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-15T20:26:09.907805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:09.907836] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:09.907863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:09.907919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:09.963853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:09.964659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:09.964737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:09.964769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:10.077704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:10.077849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:10.077886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:10.077915] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:10.081174] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-15T20:26:10.081436] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-15T20:26:10.081554] [INFO ] [sig       ] LNZA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:10.218845] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LNZA.txt
[2025-12-15T20:26:10.218992] [INFO ] [sig       ] [1949/3591] Completed LNZA in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:10.219037] [INFO ] [sig       ] [1950/3591] Forecasting LOAN...
[2025-12-15T20:26:10.219066] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-15T20:26:10.219104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-15T20:26:10.229374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-15T20:26:10.229707] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-15T20:26:10.230447] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-15T20:26:10.230497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:10.230528] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:10.230555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:10.230632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:10.287180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:10.287809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:10.287901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:10.287940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:10.394786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:10.394901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:10.394937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:10.394965] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:10.398466] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-15T20:26:10.398744] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-15T20:26:10.398865] [INFO ] [sig       ] LOAN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:10.539253] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LOAN.txt
[2025-12-15T20:26:10.539394] [INFO ] [sig       ] [1950/3591] Completed LOAN in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:10.539434] [INFO ] [sig       ] [1951/3591] Forecasting LOB...
[2025-12-15T20:26:10.539463] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-15T20:26:10.539492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-15T20:26:10.549812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-15T20:26:10.550137] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-15T20:26:10.550899] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-15T20:26:10.550948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:10.550979] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:10.551006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:10.551062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:10.606533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:10.607138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:10.607213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:10.607245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:10.730805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:10.730953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:10.730992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:10.731020] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:10.734299] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-12-15T20:26:10.734560] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-15T20:26:10.734697] [INFO ] [sig       ] LOB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:10.872733] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LOB.txt
[2025-12-15T20:26:10.872864] [INFO ] [sig       ] [1951/3591] Completed LOB in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:10.872903] [INFO ] [sig       ] [1952/3591] Forecasting LOCO...
[2025-12-15T20:26:10.872933] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-15T20:26:10.872962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-15T20:26:10.885835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-15T20:26:10.886192] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-15T20:26:10.886992] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-15T20:26:10.887048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:10.887079] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:10.887106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:10.887161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:10.943555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:10.944417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:10.944503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:10.944536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:11.062632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:11.062781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:11.062819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:11.062847] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:11.066113] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=23.62%)
[2025-12-15T20:26:11.066377] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-15T20:26:11.066495] [INFO ] [sig       ] LOCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:11.204152] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LOCO.txt
[2025-12-15T20:26:11.204277] [INFO ] [sig       ] [1952/3591] Completed LOCO in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:11.204316] [INFO ] [sig       ] [1953/3591] Forecasting LOGI...
[2025-12-15T20:26:11.204345] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-15T20:26:11.204373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-15T20:26:11.215306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-15T20:26:11.215655] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-15T20:26:11.216427] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-15T20:26:11.216479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:11.216512] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:11.216540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:11.216620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:11.274326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:11.274963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:11.275038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:11.275070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:11.398813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:11.398982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:11.399023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:11.399052] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:11.402718] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=47.73%)
[2025-12-15T20:26:11.402989] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-15T20:26:11.403113] [INFO ] [sig       ] LOGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:11.544536] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LOGI.txt
[2025-12-15T20:26:11.544730] [INFO ] [sig       ] [1953/3591] Completed LOGI in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:11.544775] [INFO ] [sig       ] [1954/3591] Forecasting LOMA...
[2025-12-15T20:26:11.544805] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-15T20:26:11.544834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-15T20:26:11.556315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-15T20:26:11.556732] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-15T20:26:11.557508] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-15T20:26:11.557558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:11.557642] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:11.557671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:11.557729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:11.628195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:11.629153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:11.629241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:11.629275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:11.774322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:11.774507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:11.774557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:11.774616] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:11.779278] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-12-15T20:26:11.779711] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-15T20:26:11.779890] [INFO ] [sig       ] LOMA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:11.990485] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LOMA.txt
[2025-12-15T20:26:11.990751] [INFO ] [sig       ] [1954/3591] Completed LOMA in 0.4s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:11.990822] [INFO ] [sig       ] [1955/3591] Forecasting LOPE...
[2025-12-15T20:26:11.990873] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-15T20:26:11.990926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-15T20:26:12.009698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-15T20:26:12.010235] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-15T20:26:12.011482] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-15T20:26:12.011558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:12.011641] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:12.011685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:12.011769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:12.093087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:12.094300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:12.094422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:12.094473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:12.266390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:12.266606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:12.266675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:12.266728] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:12.272076] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=68.65%)
[2025-12-15T20:26:12.272552] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-15T20:26:12.272773] [INFO ] [sig       ] LOPE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:12.469284] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LOPE.txt
[2025-12-15T20:26:12.469492] [INFO ] [sig       ] [1955/3591] Completed LOPE in 0.5s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:12.469544] [INFO ] [sig       ] [1956/3591] Forecasting LOVE...
[2025-12-15T20:26:12.469600] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-15T20:26:12.469636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-15T20:26:12.483172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-15T20:26:12.483678] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-15T20:26:12.484658] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-15T20:26:12.484713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:12.484746] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:12.484772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:12.484828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:12.568448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:12.569700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:12.569819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:12.569872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:12.717793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:12.717984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:12.718046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:12.718083] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:12.722532] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=50.31%)
[2025-12-15T20:26:12.722987] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-15T20:26:12.723148] [INFO ] [sig       ] LOVE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:12.902888] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LOVE.txt
[2025-12-15T20:26:12.903106] [INFO ] [sig       ] [1956/3591] Completed LOVE in 0.4s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:12.903164] [INFO ] [sig       ] [1957/3591] Forecasting LPCN...
[2025-12-15T20:26:12.903196] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-15T20:26:12.903232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-15T20:26:12.915282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-15T20:26:12.915714] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-15T20:26:12.916529] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-15T20:26:12.916601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:12.916635] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:12.916662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:12.916718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:12.975419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:12.976458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:12.976644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:12.976683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:13.102276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:13.102430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:13.102472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:13.102535] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:13.106714] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-12-15T20:26:13.107074] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-15T20:26:13.107242] [INFO ] [sig       ] LPCN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:13.265183] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LPCN.txt
[2025-12-15T20:26:13.265332] [INFO ] [sig       ] [1957/3591] Completed LPCN in 0.4s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:13.265375] [INFO ] [sig       ] [1958/3591] Forecasting LPG...
[2025-12-15T20:26:13.265406] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-15T20:26:13.265437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-15T20:26:13.277351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-15T20:26:13.277727] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-15T20:26:13.278501] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-15T20:26:13.278554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:13.278613] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:13.278642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:13.278698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:13.334056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:13.334932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:13.335016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:13.335049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:13.455174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:13.455332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:13.455373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:13.455403] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:13.459002] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-12-15T20:26:13.459285] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-15T20:26:13.459413] [INFO ] [sig       ] LPG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:13.606810] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LPG.txt
[2025-12-15T20:26:13.606987] [INFO ] [sig       ] [1958/3591] Completed LPG in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-15T20:26:13.607057] [INFO ] [sig       ] [1959/3591] Forecasting LPL...
[2025-12-15T20:26:13.607108] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-15T20:26:13.607141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-15T20:26:13.619255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-15T20:26:13.619682] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-15T20:26:13.620561] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-15T20:26:13.620653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:13.620687] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:13.620717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:13.620799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:13.685383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:13.686383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:13.686469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:13.686503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:13.814203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:13.814368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:13.814412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:13.814442] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:13.818100] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-15T20:26:13.818420] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-15T20:26:13.818622] [INFO ] [sig       ] LPL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:13.971301] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LPL.txt
[2025-12-15T20:26:13.971463] [INFO ] [sig       ] [1959/3591] Completed LPL in 0.4s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-15T20:26:13.971514] [INFO ] [sig       ] [1960/3591] Forecasting LPLA...
[2025-12-15T20:26:13.971561] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-15T20:26:13.971620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-15T20:26:13.983888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-15T20:26:13.984295] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-15T20:26:13.985316] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-15T20:26:13.985380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:13.985425] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:13.985467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:13.985529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:14.051552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:14.052555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:14.052670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:14.052706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:14.184331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:14.184496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:14.184540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:14.184569] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:14.188185] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=79.20%)
[2025-12-15T20:26:14.188477] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-15T20:26:14.188626] [INFO ] [sig       ] LPLA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:14.333126] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LPLA.txt
[2025-12-15T20:26:14.333288] [INFO ] [sig       ] [1960/3591] Completed LPLA in 0.4s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-15T20:26:14.333331] [INFO ] [sig       ] [1961/3591] Forecasting LPRO...
[2025-12-15T20:26:14.333360] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-15T20:26:14.333390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-15T20:26:14.345129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-15T20:26:14.345521] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-15T20:26:14.346315] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-15T20:26:14.346369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:14.346401] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:14.346429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:14.346488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:14.404863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:14.405744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:14.405832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:14.405866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:14.524316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:14.524468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:14.524513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:14.524542] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:14.527931] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-15T20:26:14.528225] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-15T20:26:14.528354] [INFO ] [sig       ] LPRO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:14.671450] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LPRO.txt
[2025-12-15T20:26:14.671629] [INFO ] [sig       ] [1961/3591] Completed LPRO in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-15T20:26:14.671673] [INFO ] [sig       ] [1962/3591] Forecasting LPSN...
[2025-12-15T20:26:14.671703] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-15T20:26:14.671733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-15T20:26:14.682795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-15T20:26:14.683181] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-15T20:26:14.683972] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-15T20:26:14.684034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:14.684072] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:14.684104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:14.684167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:14.741404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:14.742235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:14.742315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:14.742347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:14.862175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:14.862331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:14.862370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:14.862398] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:14.865741] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=54.55%)
[2025-12-15T20:26:14.866048] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-15T20:26:14.866182] [INFO ] [sig       ] LPSN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:15.007809] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LPSN.txt
[2025-12-15T20:26:15.007976] [INFO ] [sig       ] [1962/3591] Completed LPSN in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-15T20:26:15.008034] [INFO ] [sig       ] [1963/3591] Forecasting LPTH...
[2025-12-15T20:26:15.008071] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-15T20:26:15.008107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-15T20:26:15.019876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-15T20:26:15.020262] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-15T20:26:15.021067] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-15T20:26:15.021129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:15.021170] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:15.021207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:15.021265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:15.075752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:15.076477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:15.076558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:15.076610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:15.195814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:15.195967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:15.196005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:15.196033] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:15.199412] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-12-15T20:26:15.199705] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-15T20:26:15.199828] [INFO ] [sig       ] LPTH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:15.339037] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LPTH.txt
[2025-12-15T20:26:15.339184] [INFO ] [sig       ] [1963/3591] Completed LPTH in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-15T20:26:15.339224] [INFO ] [sig       ] [1964/3591] Forecasting LPX...
[2025-12-15T20:26:15.339252] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-15T20:26:15.339280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-15T20:26:15.350500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-15T20:26:15.350883] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-15T20:26:15.351700] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-15T20:26:15.351751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:15.351781] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:15.351809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:15.351865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:15.406759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:15.407478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:15.407614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:15.407651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:15.528592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:15.528748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:15.528789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:15.528818] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:15.532168] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=23.78%)
[2025-12-15T20:26:15.532457] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-15T20:26:15.532597] [INFO ] [sig       ] LPX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:15.720668] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LPX.txt
[2025-12-15T20:26:15.720807] [INFO ] [sig       ] [1964/3591] Completed LPX in 0.4s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-15T20:26:15.720847] [INFO ] [sig       ] [1965/3591] Forecasting LQDA...
[2025-12-15T20:26:15.720878] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-15T20:26:15.720908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-15T20:26:15.731784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-15T20:26:15.732116] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-15T20:26:15.732885] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-15T20:26:15.732937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:15.732968] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:15.732996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:15.733052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:15.787196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:15.787872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:15.787949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:15.787980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:15.906937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:15.907091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:15.907130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:15.907159] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:15.910481] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-15T20:26:15.910765] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-15T20:26:15.910888] [INFO ] [sig       ] LQDA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:16.047192] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LQDA.txt
[2025-12-15T20:26:16.047341] [INFO ] [sig       ] [1965/3591] Completed LQDA in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-15T20:26:16.047381] [INFO ] [sig       ] [1966/3591] Forecasting LRCX...
[2025-12-15T20:26:16.047410] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-15T20:26:16.047440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-15T20:26:16.059419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-15T20:26:16.059872] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-15T20:26:16.060716] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-15T20:26:16.060771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:16.060805] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:16.060833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:16.060892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:16.118399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:16.119317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:16.119408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:16.119442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:16.242196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:16.242348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:16.242427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:16.242458] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:16.245756] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-12-15T20:26:16.246033] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-15T20:26:16.246158] [INFO ] [sig       ] LRCX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:16.386366] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LRCX.txt
[2025-12-15T20:26:16.386521] [INFO ] [sig       ] [1966/3591] Completed LRCX in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-15T20:26:16.386562] [INFO ] [sig       ] [1967/3591] Forecasting LRGE...
[2025-12-15T20:26:16.386615] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-15T20:26:16.386647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-15T20:26:16.397073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-15T20:26:16.397472] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-15T20:26:16.398271] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-15T20:26:16.398322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:16.398354] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:16.398380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:16.398436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:16.455158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:16.456016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:16.456110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:16.456144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:16.573187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:16.573337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:16.573377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:16.573408] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:16.576815] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-15T20:26:16.577117] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-15T20:26:16.577246] [INFO ] [sig       ] LRGE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:16.725608] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LRGE.txt
[2025-12-15T20:26:16.725778] [INFO ] [sig       ] [1967/3591] Completed LRGE in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:16.725818] [INFO ] [sig       ] [1968/3591] Forecasting LRHC...
[2025-12-15T20:26:16.725848] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-15T20:26:16.725879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-15T20:26:16.736431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-15T20:26:16.736856] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-15T20:26:16.737669] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-15T20:26:16.737723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:16.737755] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:16.737782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:16.737838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:16.796998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:16.797834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:16.797917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:16.797951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:16.912705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:16.912851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:16.912890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:16.912918] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:16.916168] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-15T20:26:16.916430] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-15T20:26:16.916549] [INFO ] [sig       ] LRHC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:17.055157] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LRHC.txt
[2025-12-15T20:26:17.055280] [INFO ] [sig       ] [1968/3591] Completed LRHC in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:17.055319] [INFO ] [sig       ] [1969/3591] Forecasting LSCC...
[2025-12-15T20:26:17.055349] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-15T20:26:17.055380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-15T20:26:17.065991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-15T20:26:17.066298] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-15T20:26:17.067082] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-15T20:26:17.067145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:17.067183] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:17.067215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:17.067271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:17.123124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:17.123732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:17.123808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:17.123839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:17.244719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:17.244863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:17.244901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:17.244930] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:17.248222] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-15T20:26:17.248484] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-15T20:26:17.248620] [INFO ] [sig       ] LSCC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:17.388353] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LSCC.txt
[2025-12-15T20:26:17.388482] [INFO ] [sig       ] [1969/3591] Completed LSCC in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:17.388523] [INFO ] [sig       ] [1970/3591] Forecasting LSPD...
[2025-12-15T20:26:17.388553] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-15T20:26:17.388601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-15T20:26:17.399887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-15T20:26:17.400213] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-15T20:26:17.400979] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-15T20:26:17.401029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:17.401076] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:17.401104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:17.401161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:17.457490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:17.458127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:17.458206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:17.458238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:17.583308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:17.583437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:17.583475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:17.583505] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:17.586804] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-15T20:26:17.587066] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-15T20:26:17.587186] [INFO ] [sig       ] LSPD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:17.726399] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LSPD.txt
[2025-12-15T20:26:17.726549] [INFO ] [sig       ] [1970/3591] Completed LSPD in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:17.726609] [INFO ] [sig       ] [1971/3591] Forecasting LTC...
[2025-12-15T20:26:17.726640] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-15T20:26:17.726670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-15T20:26:17.738002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-15T20:26:17.738395] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-15T20:26:17.739271] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-15T20:26:17.739327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:17.739397] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:17.739437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:17.739520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:17.797254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:17.798069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:17.798159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:17.798193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:17.908827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:17.908999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:17.909046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:17.909080] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:17.912411] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-15T20:26:17.912694] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-15T20:26:17.912815] [INFO ] [sig       ] LTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:18.049759] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LTC.txt
[2025-12-15T20:26:18.049892] [INFO ] [sig       ] [1971/3591] Completed LTC in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:18.049933] [INFO ] [sig       ] [1972/3591] Forecasting LTH...
[2025-12-15T20:26:18.049963] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-15T20:26:18.049994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-15T20:26:18.060813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-15T20:26:18.061199] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-15T20:26:18.062026] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-15T20:26:18.062083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:18.062115] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:18.062144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:18.062202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:18.119169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:18.119842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:18.119922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:18.119955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:18.235509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:18.235665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:18.235705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:18.235733] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:18.239027] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-15T20:26:18.239290] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-15T20:26:18.239410] [INFO ] [sig       ] LTH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:18.380332] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LTH.txt
[2025-12-15T20:26:18.380460] [INFO ] [sig       ] [1972/3591] Completed LTH in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:18.380499] [INFO ] [sig       ] [1973/3591] Forecasting LTRN...
[2025-12-15T20:26:18.380528] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-15T20:26:18.380558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-15T20:26:18.391201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-15T20:26:18.391615] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-15T20:26:18.392464] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-15T20:26:18.392518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:18.392550] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:18.392607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:18.392672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:18.449496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:18.450272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:18.450354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:18.450387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:18.565553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:18.565697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:18.565737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:18.565764] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:18.569062] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=35.33%)
[2025-12-15T20:26:18.569331] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-15T20:26:18.569451] [INFO ] [sig       ] LTRN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:18.709140] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LTRN.txt
[2025-12-15T20:26:18.709286] [INFO ] [sig       ] [1973/3591] Completed LTRN in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:18.709337] [INFO ] [sig       ] [1974/3591] Forecasting LTRX...
[2025-12-15T20:26:18.709370] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-15T20:26:18.709403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-15T20:26:18.720276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-15T20:26:18.720654] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-15T20:26:18.721501] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-15T20:26:18.721555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:18.721612] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:18.721644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:18.721706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:18.780256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:18.781059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:18.781156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:18.781200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:18.902879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:18.903028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:18.903069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:18.903152] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:18.906687] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-15T20:26:18.906983] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-15T20:26:18.907166] [INFO ] [sig       ] LTRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:19.047129] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LTRX.txt
[2025-12-15T20:26:19.047281] [INFO ] [sig       ] [1974/3591] Completed LTRX in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:19.047321] [INFO ] [sig       ] [1975/3591] Forecasting LUCD...
[2025-12-15T20:26:19.047351] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-15T20:26:19.047381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-15T20:26:19.058468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-15T20:26:19.058846] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-15T20:26:19.059721] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-15T20:26:19.059775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:19.059807] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:19.059836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:19.059893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:19.116602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:19.117362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:19.117441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:19.117475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:19.241945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:19.242113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:19.242156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:19.242186] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:19.245556] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2025-12-15T20:26:19.245864] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-15T20:26:19.246017] [INFO ] [sig       ] LUCD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:19.384422] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LUCD.txt
[2025-12-15T20:26:19.384555] [INFO ] [sig       ] [1975/3591] Completed LUCD in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:19.384614] [INFO ] [sig       ] [1976/3591] Forecasting LUCY...
[2025-12-15T20:26:19.384646] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-15T20:26:19.384677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-15T20:26:19.395655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-15T20:26:19.396001] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-15T20:26:19.396827] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-15T20:26:19.396881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:19.396913] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:19.396941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:19.396999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:19.453701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:19.454376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:19.454456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:19.454489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:19.573450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:19.573613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:19.573653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:19.573683] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:19.576983] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=38.30%)
[2025-12-15T20:26:19.577277] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-15T20:26:19.577396] [INFO ] [sig       ] LUCY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:19.722618] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LUCY.txt
[2025-12-15T20:26:19.722778] [INFO ] [sig       ] [1976/3591] Completed LUCY in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-15T20:26:19.722819] [INFO ] [sig       ] [1977/3591] Forecasting LUMN...
[2025-12-15T20:26:19.722849] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-15T20:26:19.722882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-15T20:26:19.734439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-15T20:26:19.734867] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-15T20:26:19.735717] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-15T20:26:19.735771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:19.735805] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:19.735833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:19.735892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:19.792478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:19.793268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:19.793348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:19.793380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:19.917584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:19.917730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:19.917785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:19.917814] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:19.921176] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=60.16%)
[2025-12-15T20:26:19.921451] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-15T20:26:19.921593] [INFO ] [sig       ] LUMN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:20.059376] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LUMN.txt
[2025-12-15T20:26:20.059506] [INFO ] [sig       ] [1977/3591] Completed LUMN in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-15T20:26:20.059546] [INFO ] [sig       ] [1978/3591] Forecasting LUNG...
[2025-12-15T20:26:20.059593] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-15T20:26:20.059625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-15T20:26:20.070016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-15T20:26:20.070347] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-15T20:26:20.071175] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-15T20:26:20.071228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:20.071261] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:20.071289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:20.071347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:20.129515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:20.130289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:20.130372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:20.130405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:20.252287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:20.252443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:20.252483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:20.252513] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:20.255894] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-12-15T20:26:20.256187] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-15T20:26:20.256319] [INFO ] [sig       ] LUNG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:20.396974] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LUNG.txt
[2025-12-15T20:26:20.397113] [INFO ] [sig       ] [1978/3591] Completed LUNG in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-15T20:26:20.397153] [INFO ] [sig       ] [1979/3591] Forecasting LVHD...
[2025-12-15T20:26:20.397183] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-15T20:26:20.397213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-15T20:26:20.408071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-15T20:26:20.408421] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-15T20:26:20.409286] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-15T20:26:20.409340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:20.409372] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:20.409399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:20.409456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:20.469506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:20.470277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:20.470373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:20.470409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:20.587990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:20.588155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:20.588203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:20.588237] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:20.591773] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-15T20:26:20.592061] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-15T20:26:20.592192] [INFO ] [sig       ] LVHD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:20.742407] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LVHD.txt
[2025-12-15T20:26:20.742543] [INFO ] [sig       ] [1979/3591] Completed LVHD in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-15T20:26:20.742604] [INFO ] [sig       ] [1980/3591] Forecasting LVO...
[2025-12-15T20:26:20.742638] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-15T20:26:20.742669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-15T20:26:20.753305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-15T20:26:20.753646] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-15T20:26:20.754425] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-15T20:26:20.754477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:20.754509] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:20.754537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:20.754620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:20.815831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:20.816690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:20.816774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:20.816808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:20.934436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:20.934598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:20.934640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:20.934668] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:20.937976] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-12-15T20:26:20.938278] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-15T20:26:20.938395] [INFO ] [sig       ] LVO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:21.077935] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LVO.txt
[2025-12-15T20:26:21.078078] [INFO ] [sig       ] [1980/3591] Completed LVO in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-15T20:26:21.078129] [INFO ] [sig       ] [1981/3591] Forecasting LVS...
[2025-12-15T20:26:21.078161] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-15T20:26:21.078191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-15T20:26:21.088865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-15T20:26:21.089225] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-15T20:26:21.090021] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-15T20:26:21.090074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:21.090122] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:21.090153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:21.090211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:21.147164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:21.147905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:21.148026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:21.148063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:21.271241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:21.271403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:21.271446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:21.271484] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:21.274964] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-15T20:26:21.275252] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-15T20:26:21.275381] [INFO ] [sig       ] LVS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:21.414738] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LVS.txt
[2025-12-15T20:26:21.414895] [INFO ] [sig       ] [1981/3591] Completed LVS in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-15T20:26:21.414937] [INFO ] [sig       ] [1982/3591] Forecasting LWAY...
[2025-12-15T20:26:21.414967] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-15T20:26:21.414998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-15T20:26:21.425854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-15T20:26:21.426204] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-15T20:26:21.426975] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-15T20:26:21.427025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:21.427056] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:21.427082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:21.427138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:21.482202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:21.482874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:21.482950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:21.482982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:21.608427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:21.608589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:21.608632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:21.608662] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:21.612019] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-12-15T20:26:21.612287] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-15T20:26:21.612411] [INFO ] [sig       ] LWAY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:21.749721] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/LWAY.txt
[2025-12-15T20:26:21.749876] [INFO ] [sig       ] [1982/3591] Completed LWAY in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-15T20:26:21.749915] [INFO ] [sig       ] [1983/3591] Forecasting LWLG...
[2025-12-15T20:26:21.749943] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-15T20:26:21.749973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-15T20:26:21.761370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-15T20:26:21.761796] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-15T20:26:21.762600] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-15T20:26:21.762655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:21.762688] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:21.762715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:21.762771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:21.823928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:21.824820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:21.824911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:21.824945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:21.952915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:21.953065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:21.953106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:21.953138] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:21.956525] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-12-15T20:26:21.956819] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-15T20:26:21.956947] [INFO ] [sig       ] LWLG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:22.098435] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LWLG.txt
[2025-12-15T20:26:22.098603] [INFO ] [sig       ] [1983/3591] Completed LWLG in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-15T20:26:22.098647] [INFO ] [sig       ] [1984/3591] Forecasting LX...
[2025-12-15T20:26:22.098676] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-15T20:26:22.098708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-15T20:26:22.109666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-15T20:26:22.110036] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-15T20:26:22.110835] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-15T20:26:22.110887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:22.110919] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:22.110946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:22.111003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:22.167654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:22.168437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:22.168519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:22.168552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:22.292538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:22.292707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:22.292745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:22.292774] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:22.296024] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=22.49%)
[2025-12-15T20:26:22.296294] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-15T20:26:22.296413] [INFO ] [sig       ] LX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:22.431423] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LX.txt
[2025-12-15T20:26:22.431601] [INFO ] [sig       ] [1984/3591] Completed LX in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:22.431644] [INFO ] [sig       ] [1985/3591] Forecasting LXEO...
[2025-12-15T20:26:22.431674] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-15T20:26:22.431712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-15T20:26:22.442382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-15T20:26:22.442749] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-15T20:26:22.443537] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-15T20:26:22.443609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:22.443643] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:22.443669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:22.443724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:22.501079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:22.501903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:22.501984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:22.502017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:22.623817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:22.623966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:22.624005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:22.624036] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:22.627793] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-12-15T20:26:22.628087] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-15T20:26:22.628231] [INFO ] [sig       ] LXEO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:22.776699] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LXEO.txt
[2025-12-15T20:26:22.776842] [INFO ] [sig       ] [1985/3591] Completed LXEO in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:22.776883] [INFO ] [sig       ] [1986/3591] Forecasting LXP...
[2025-12-15T20:26:22.776913] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-15T20:26:22.776943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-15T20:26:22.789402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-15T20:26:22.789850] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-15T20:26:22.790727] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-15T20:26:22.790780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:22.790813] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:22.790842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:22.790899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:22.849226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:22.850121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:22.850222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:22.850260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:22.970657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:22.970903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:22.970967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:22.971012] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:22.975569] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=33.72%)
[2025-12-15T20:26:22.975971] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-15T20:26:22.976113] [INFO ] [sig       ] LXP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:23.117911] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LXP.txt
[2025-12-15T20:26:23.118049] [INFO ] [sig       ] [1986/3591] Completed LXP in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:23.118091] [INFO ] [sig       ] [1987/3591] Forecasting LYB...
[2025-12-15T20:26:23.118121] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-15T20:26:23.118152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-15T20:26:23.129185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-15T20:26:23.129524] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-15T20:26:23.130330] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-15T20:26:23.130383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:23.130414] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:23.130440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:23.130496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:23.186498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:23.187361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:23.187447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:23.187480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:23.305787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:23.305946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:23.305987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:23.306018] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:23.309552] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-15T20:26:23.309880] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-15T20:26:23.310020] [INFO ] [sig       ] LYB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:23.452883] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LYB.txt
[2025-12-15T20:26:23.453024] [INFO ] [sig       ] [1987/3591] Completed LYB in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:23.453066] [INFO ] [sig       ] [1988/3591] Forecasting LYEL...
[2025-12-15T20:26:23.453096] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-15T20:26:23.453128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-15T20:26:23.464045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-15T20:26:23.464389] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-15T20:26:23.465194] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-15T20:26:23.465257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:23.465337] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:23.465366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:23.465423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:23.522854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:23.523551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:23.523650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:23.523683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:23.649510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:23.649680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:23.649724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:23.649776] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:23.653205] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=49.87%)
[2025-12-15T20:26:23.653477] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-15T20:26:23.653620] [INFO ] [sig       ] LYEL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:23.799478] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LYEL.txt
[2025-12-15T20:26:23.799630] [INFO ] [sig       ] [1988/3591] Completed LYEL in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:23.799675] [INFO ] [sig       ] [1989/3591] Forecasting LYG...
[2025-12-15T20:26:23.799703] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-15T20:26:23.799733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-15T20:26:23.810343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-15T20:26:23.810709] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-15T20:26:23.811492] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-15T20:26:23.811542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:23.811590] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:23.811619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:23.811675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:23.867283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:23.867926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:23.868002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:23.868034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:23.992380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:23.992530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:23.992588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:23.992621] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:23.996008] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-12-15T20:26:23.996280] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-15T20:26:23.996408] [INFO ] [sig       ] LYG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:24.139230] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LYG.txt
[2025-12-15T20:26:24.139359] [INFO ] [sig       ] [1989/3591] Completed LYG in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:24.139399] [INFO ] [sig       ] [1990/3591] Forecasting LYRA...
[2025-12-15T20:26:24.139427] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-15T20:26:24.139456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-15T20:26:24.149975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-15T20:26:24.150324] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-15T20:26:24.151111] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-15T20:26:24.151171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:24.151212] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:24.151246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:24.151318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:24.209341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:24.210177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:24.210260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:24.210293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:24.334366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:24.334508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:24.334546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:24.334607] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:24.337933] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=17.59%)
[2025-12-15T20:26:24.338201] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-15T20:26:24.338322] [INFO ] [sig       ] LYRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:24.482107] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LYRA.txt
[2025-12-15T20:26:24.482268] [INFO ] [sig       ] [1990/3591] Completed LYRA in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:24.482324] [INFO ] [sig       ] [1991/3591] Forecasting LYTS...
[2025-12-15T20:26:24.482359] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-15T20:26:24.482395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-15T20:26:24.493425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-15T20:26:24.493844] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-15T20:26:24.494741] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-15T20:26:24.494792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:24.494823] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:24.494850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:24.494907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:24.551256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:24.552250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:24.552342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:24.552375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:24.674852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:24.674997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:24.675037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:24.675098] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:24.678537] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2025-12-15T20:26:24.678830] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-15T20:26:24.678976] [INFO ] [sig       ] LYTS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:24.820639] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LYTS.txt
[2025-12-15T20:26:24.820779] [INFO ] [sig       ] [1991/3591] Completed LYTS in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:24.820819] [INFO ] [sig       ] [1992/3591] Forecasting LZ...
[2025-12-15T20:26:24.820848] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-15T20:26:24.820878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-15T20:26:24.831533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-15T20:26:24.831971] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-15T20:26:24.832946] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-15T20:26:24.833008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:24.833048] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:24.833084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:24.833180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:24.890873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:24.891539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:24.891635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:24.891669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:25.011946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:25.012095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:25.012134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:25.012162] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:25.015799] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-12-15T20:26:25.016065] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-15T20:26:25.016188] [INFO ] [sig       ] LZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:25.162692] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LZ.txt
[2025-12-15T20:26:25.162844] [INFO ] [sig       ] [1992/3591] Completed LZ in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:25.162882] [INFO ] [sig       ] [1993/3591] Forecasting LZB...
[2025-12-15T20:26:25.162912] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-15T20:26:25.162944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-15T20:26:25.173549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-15T20:26:25.173936] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-15T20:26:25.174763] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-15T20:26:25.174817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:25.174849] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:25.174878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:25.174936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:25.231755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:25.232401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:25.232477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:25.232508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:25.358390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:25.358528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:25.358583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:25.358618] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:25.361937] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-12-15T20:26:25.362206] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-15T20:26:25.362330] [INFO ] [sig       ] LZB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:25.502945] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LZB.txt
[2025-12-15T20:26:25.503090] [INFO ] [sig       ] [1993/3591] Completed LZB in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-15T20:26:25.503133] [INFO ] [sig       ] [1994/3591] Forecasting LZM...
[2025-12-15T20:26:25.503165] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-15T20:26:25.503197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-15T20:26:25.513805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-15T20:26:25.514149] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-15T20:26:25.514953] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-15T20:26:25.515044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:25.515077] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:25.515104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:25.515161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:25.573383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:25.574288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:25.574379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:25.574413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:25.697406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:25.697561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:25.697621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:25.697652] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:25.701148] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-12-15T20:26:25.701470] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-15T20:26:25.701615] [INFO ] [sig       ] LZM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:25.851758] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/LZM.txt
[2025-12-15T20:26:25.851904] [INFO ] [sig       ] [1994/3591] Completed LZM in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-15T20:26:25.851946] [INFO ] [sig       ] [1995/3591] Forecasting M...
[2025-12-15T20:26:25.851976] [INFO ] [sig       ] Generating forecast for: M
[2025-12-15T20:26:25.852008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-15T20:26:25.863404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-15T20:26:25.863742] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-15T20:26:25.864534] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-15T20:26:25.864606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:25.864639] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:25.864666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:25.864722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:25.920750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:25.921384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:25.921464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:25.921496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:26.043297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:26.043444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:26.043483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:26.043511] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:26.046796] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-15T20:26:26.047061] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-15T20:26:26.047182] [INFO ] [sig       ] M: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:26.185113] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/M.txt
[2025-12-15T20:26:26.185236] [INFO ] [sig       ] [1995/3591] Completed M in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-15T20:26:26.185276] [INFO ] [sig       ] [1996/3591] Forecasting MA...
[2025-12-15T20:26:26.185306] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-15T20:26:26.185334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-15T20:26:26.196158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-15T20:26:26.196493] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-15T20:26:26.197288] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-15T20:26:26.197341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:26.197374] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:26.197403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:26.197461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:26.252291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:26.253014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:26.253092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:26.253124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:26.374029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:26.374196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:26.374242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:26.374278] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:26.377931] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-15T20:26:26.378228] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-15T20:26:26.378379] [INFO ] [sig       ] MA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:26.521906] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MA.txt
[2025-12-15T20:26:26.522061] [INFO ] [sig       ] [1996/3591] Completed MA in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-15T20:26:26.522108] [INFO ] [sig       ] [1997/3591] Forecasting MAA...
[2025-12-15T20:26:26.522137] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-15T20:26:26.522166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-15T20:26:26.533506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-15T20:26:26.533902] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-15T20:26:26.534760] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-15T20:26:26.534814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:26.534845] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:26.534871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:26.534927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:26.589355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:26.590142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:26.590226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:26.590257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:26.714488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:26.714653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:26.714694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:26.714724] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:26.718090] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-15T20:26:26.718395] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-15T20:26:26.718517] [INFO ] [sig       ] MAA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:26.857378] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MAA.txt
[2025-12-15T20:26:26.857520] [INFO ] [sig       ] [1997/3591] Completed MAA in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-15T20:26:26.857567] [INFO ] [sig       ] [1998/3591] Forecasting MAC...
[2025-12-15T20:26:26.857617] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-15T20:26:26.857647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-15T20:26:26.868898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-15T20:26:26.869271] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-15T20:26:26.870089] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-15T20:26:26.870141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:26.870173] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:26.870202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:26.870261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:26.926246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:26.926913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:26.926992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:26.927051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:27.056621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:27.056785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:27.056831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:27.056863] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:27.060419] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-15T20:26:27.060721] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-15T20:26:27.060850] [INFO ] [sig       ] MAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:27.200699] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MAC.txt
[2025-12-15T20:26:27.200855] [INFO ] [sig       ] [1998/3591] Completed MAC in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-15T20:26:27.200896] [INFO ] [sig       ] [1999/3591] Forecasting MAMA...
[2025-12-15T20:26:27.200926] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-15T20:26:27.200957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-15T20:26:27.212212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-15T20:26:27.212563] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-15T20:26:27.213396] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-15T20:26:27.213450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:27.213482] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:27.213511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:27.213568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:27.268610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:27.269234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:27.269310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:27.269342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:27.390818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:27.390966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:27.391011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:27.391041] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:27.394403] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-15T20:26:27.394695] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-15T20:26:27.394840] [INFO ] [sig       ] MAMA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:27.532146] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MAMA.txt
[2025-12-15T20:26:27.532279] [INFO ] [sig       ] [1999/3591] Completed MAMA in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-15T20:26:27.532320] [INFO ] [sig       ] [2000/3591] Forecasting MAN...
[2025-12-15T20:26:27.532349] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-15T20:26:27.532377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-15T20:26:27.544181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-15T20:26:27.544548] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-15T20:26:27.545349] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-15T20:26:27.545402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:27.545435] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:27.545463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:27.545520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:27.601400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:27.602051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:27.602130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:27.602164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:27.720855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:27.721000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:27.721040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:27.721070] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:27.724430] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=92.62%)
[2025-12-15T20:26:27.724719] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-15T20:26:27.724844] [INFO ] [sig       ] MAN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:27.862859] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MAN.txt
[2025-12-15T20:26:27.862988] [INFO ] [sig       ] [2000/3591] Completed MAN in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-15T20:26:27.863027] [INFO ] [sig       ] [2001/3591] Forecasting MANH...
[2025-12-15T20:26:27.863056] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-15T20:26:27.863085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-15T20:26:27.874823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-15T20:26:27.875173] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-15T20:26:27.875973] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-15T20:26:27.876030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:27.876062] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:27.876089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:27.876146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:27.933313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:27.934136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:27.934218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:27.934251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:28.059159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:28.059310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:28.059348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:28.059392] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:28.062975] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-15T20:26:28.063280] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-15T20:26:28.063425] [INFO ] [sig       ] MANH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:28.205611] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MANH.txt
[2025-12-15T20:26:28.205763] [INFO ] [sig       ] [2001/3591] Completed MANH in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-15T20:26:28.205804] [INFO ] [sig       ] [2002/3591] Forecasting MARA...
[2025-12-15T20:26:28.205834] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-15T20:26:28.205864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-15T20:26:28.216952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-15T20:26:28.217287] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-15T20:26:28.218052] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-15T20:26:28.218102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:28.218134] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:28.218160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:28.218215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:28.274205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:28.274941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:28.275021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:28.275054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:28.395176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:28.395326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:28.395365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:28.395393] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:28.398656] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-15T20:26:28.398920] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-15T20:26:28.399056] [INFO ] [sig       ] MARA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:28.535133] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MARA.txt
[2025-12-15T20:26:28.535262] [INFO ] [sig       ] [2002/3591] Completed MARA in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:28.535302] [INFO ] [sig       ] [2003/3591] Forecasting MAS...
[2025-12-15T20:26:28.535332] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-15T20:26:28.535362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-15T20:26:28.546205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-15T20:26:28.546531] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-15T20:26:28.547289] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-15T20:26:28.547339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:28.547370] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:28.547396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:28.547456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:28.605378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:28.606079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:28.606169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:28.606201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:28.720661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:28.720812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:28.720850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:28.720892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:28.724172] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=74.38%)
[2025-12-15T20:26:28.724435] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-15T20:26:28.724554] [INFO ] [sig       ] MAS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:28.861900] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MAS.txt
[2025-12-15T20:26:28.862036] [INFO ] [sig       ] [2003/3591] Completed MAS in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:28.862076] [INFO ] [sig       ] [2004/3591] Forecasting MASI...
[2025-12-15T20:26:28.862105] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-15T20:26:28.862134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-15T20:26:28.873387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-15T20:26:28.873739] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-15T20:26:28.874517] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-15T20:26:28.874583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:28.874618] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:28.874644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:28.874699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:28.929839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:28.930542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:28.930638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:28.930671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:29.048015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:29.048168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:29.048207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:29.048236] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:29.051666] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=61.98%)
[2025-12-15T20:26:29.051930] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-15T20:26:29.052053] [INFO ] [sig       ] MASI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:29.188721] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MASI.txt
[2025-12-15T20:26:29.188853] [INFO ] [sig       ] [2004/3591] Completed MASI in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:29.188892] [INFO ] [sig       ] [2005/3591] Forecasting MASS...
[2025-12-15T20:26:29.188922] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-15T20:26:29.188966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-15T20:26:29.199898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-15T20:26:29.200231] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-15T20:26:29.200986] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-15T20:26:29.201036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:29.201108] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:29.201138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:29.201194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:29.255555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:29.256214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:29.256292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:29.256324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:29.374823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:29.374973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:29.375012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:29.375040] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:29.378298] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2025-12-15T20:26:29.378562] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-15T20:26:29.378698] [INFO ] [sig       ] MASS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:29.514765] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MASS.txt
[2025-12-15T20:26:29.514891] [INFO ] [sig       ] [2005/3591] Completed MASS in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:29.514930] [INFO ] [sig       ] [2006/3591] Forecasting MATX...
[2025-12-15T20:26:29.514959] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-15T20:26:29.514988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-15T20:26:29.526377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-15T20:26:29.526760] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-15T20:26:29.527532] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-15T20:26:29.527601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:29.527634] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:29.527660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:29.527716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:29.583423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:29.584041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:29.584118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:29.584151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:29.701305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:29.701472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:29.701513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:29.701541] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:29.704940] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=36.63%)
[2025-12-15T20:26:29.705210] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-15T20:26:29.705334] [INFO ] [sig       ] MATX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:29.844374] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MATX.txt
[2025-12-15T20:26:29.844530] [INFO ] [sig       ] [2006/3591] Completed MATX in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:29.844589] [INFO ] [sig       ] [2007/3591] Forecasting MAX...
[2025-12-15T20:26:29.844621] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-15T20:26:29.844652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-15T20:26:29.855899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-15T20:26:29.856261] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-15T20:26:29.857024] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-15T20:26:29.857075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:29.857107] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:29.857133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:29.857189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:29.912380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:29.913167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:29.913248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:29.913279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:30.030398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:30.030555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:30.030613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:30.030643] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:30.033974] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2025-12-15T20:26:30.034248] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-15T20:26:30.034370] [INFO ] [sig       ] MAX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:30.182750] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MAX.txt
[2025-12-15T20:26:30.182881] [INFO ] [sig       ] [2007/3591] Completed MAX in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:30.182921] [INFO ] [sig       ] [2008/3591] Forecasting MAXI...
[2025-12-15T20:26:30.182960] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-15T20:26:30.182998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-15T20:26:30.194336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-15T20:26:30.194711] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-15T20:26:30.195505] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-15T20:26:30.195555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:30.195605] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:30.195632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:30.195688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:30.250706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:30.251355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:30.251436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:30.251467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:30.366846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:30.366999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:30.367040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:30.367101] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:30.370603] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=44.01%)
[2025-12-15T20:26:30.370876] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-15T20:26:30.371000] [INFO ] [sig       ] MAXI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:30.507411] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MAXI.txt
[2025-12-15T20:26:30.507562] [INFO ] [sig       ] [2008/3591] Completed MAXI in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:30.507632] [INFO ] [sig       ] [2009/3591] Forecasting MAXN...
[2025-12-15T20:26:30.507672] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-15T20:26:30.507714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-15T20:26:30.518753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-15T20:26:30.519092] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-15T20:26:30.519877] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-15T20:26:30.519928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:30.519960] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:30.519987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:30.520045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:30.577210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:30.578062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:30.578145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:30.578179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:30.691501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:30.691661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:30.691702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:30.691732] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:30.695049] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=70.48%)
[2025-12-15T20:26:30.695318] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-15T20:26:30.695469] [INFO ] [sig       ] MAXN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:30.837144] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MAXN.txt
[2025-12-15T20:26:30.837271] [INFO ] [sig       ] [2009/3591] Completed MAXN in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:30.837317] [INFO ] [sig       ] [2010/3591] Forecasting MBB...
[2025-12-15T20:26:30.837346] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-15T20:26:30.837376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-15T20:26:30.848448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-15T20:26:30.848808] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-15T20:26:30.849665] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-15T20:26:30.849718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:30.849749] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:30.849777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:30.849835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:30.906478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:30.907122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:30.907201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:30.907234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:31.030652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:31.030802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:31.030842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:31.030873] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:31.034220] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-15T20:26:31.034493] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-15T20:26:31.034633] [INFO ] [sig       ] MBB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:31.189652] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MBB.txt
[2025-12-15T20:26:31.189808] [INFO ] [sig       ] [2010/3591] Completed MBB in 0.4s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:31.189849] [INFO ] [sig       ] [2011/3591] Forecasting MBC...
[2025-12-15T20:26:31.189878] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-15T20:26:31.189909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-15T20:26:31.200950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-15T20:26:31.201291] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-15T20:26:31.202068] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-15T20:26:31.202119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:31.202150] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:31.202176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:31.202231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:31.257136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:31.257749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:31.257826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:31.257858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:31.373604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:31.373748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:31.373787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:31.373815] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:31.377075] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-15T20:26:31.377341] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-15T20:26:31.377460] [INFO ] [sig       ] MBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:31.515356] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MBC.txt
[2025-12-15T20:26:31.515488] [INFO ] [sig       ] [2011/3591] Completed MBC in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-15T20:26:31.515527] [INFO ] [sig       ] [2012/3591] Forecasting MBCN...
[2025-12-15T20:26:31.515557] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-15T20:26:31.515605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-15T20:26:31.525282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-15T20:26:31.525543] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-15T20:26:31.526300] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-15T20:26:31.526350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:31.526382] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:31.526409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:31.526466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:31.581794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:31.582524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:31.582620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:31.582654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:31.680029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:31.680208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:31.680253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:31.680301] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:31.683774] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=69.71%)
[2025-12-15T20:26:31.684050] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-15T20:26:31.684187] [INFO ] [sig       ] MBCN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:31.823710] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MBCN.txt
[2025-12-15T20:26:31.823841] [INFO ] [sig       ] [2012/3591] Completed MBCN in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-15T20:26:31.823889] [INFO ] [sig       ] [2013/3591] Forecasting MBI...
[2025-12-15T20:26:31.823922] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-15T20:26:31.823952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-15T20:26:31.834640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-15T20:26:31.834966] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-15T20:26:31.835841] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-15T20:26:31.835892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:31.835923] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:31.835950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:31.836005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:31.892102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:31.892788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:31.892879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:31.892913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:32.013381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:32.013526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:32.013565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:32.013615] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:32.016889] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-15T20:26:32.017155] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-15T20:26:32.017272] [INFO ] [sig       ] MBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:32.160150] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MBI.txt
[2025-12-15T20:26:32.160273] [INFO ] [sig       ] [2013/3591] Completed MBI in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-15T20:26:32.160312] [INFO ] [sig       ] [2014/3591] Forecasting MBIN...
[2025-12-15T20:26:32.160341] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-15T20:26:32.160369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-15T20:26:32.171453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-15T20:26:32.171791] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-15T20:26:32.172527] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-15T20:26:32.172595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:32.172629] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:32.172655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:32.172711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:32.228233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:32.228851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:32.228929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:32.228981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:32.342710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:32.342860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:32.342898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:32.342926] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:32.346169] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-15T20:26:32.346435] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-15T20:26:32.346554] [INFO ] [sig       ] MBIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:32.486738] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MBIN.txt
[2025-12-15T20:26:32.486871] [INFO ] [sig       ] [2014/3591] Completed MBIN in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-15T20:26:32.486911] [INFO ] [sig       ] [2015/3591] Forecasting MBIO...
[2025-12-15T20:26:32.486940] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-15T20:26:32.486970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-15T20:26:32.498977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-15T20:26:32.499294] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-15T20:26:32.500103] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-15T20:26:32.500153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:32.500184] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:32.500211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:32.500271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:32.556227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:32.557038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:32.557150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:32.557184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:32.675990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:32.676126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:32.676164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:32.676192] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:32.679459] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-15T20:26:32.679751] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-15T20:26:32.679873] [INFO ] [sig       ] MBIO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:32.817944] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MBIO.txt
[2025-12-15T20:26:32.818064] [INFO ] [sig       ] [2015/3591] Completed MBIO in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-15T20:26:32.818104] [INFO ] [sig       ] [2016/3591] Forecasting MBLY...
[2025-12-15T20:26:32.818134] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-15T20:26:32.818163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-15T20:26:32.829883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-15T20:26:32.830200] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-15T20:26:32.830988] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-15T20:26:32.831038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:32.831069] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:32.831096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:32.831166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:32.887043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:32.887690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:32.887766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:32.887798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:33.007659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:33.007831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:33.007870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:33.007899] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:33.011175] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-12-15T20:26:33.011438] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-15T20:26:33.011557] [INFO ] [sig       ] MBLY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:33.147782] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MBLY.txt
[2025-12-15T20:26:33.147917] [INFO ] [sig       ] [2016/3591] Completed MBLY in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-15T20:26:33.147957] [INFO ] [sig       ] [2017/3591] Forecasting MBS...
[2025-12-15T20:26:33.147986] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-15T20:26:33.148017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-15T20:26:33.162103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-15T20:26:33.162501] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-15T20:26:33.163318] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-15T20:26:33.163369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:33.163401] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:33.163427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:33.163483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:33.218543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:33.219448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:33.219538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:33.219590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:33.335675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:33.335829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:33.335867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:33.335895] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:33.339329] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=99.97%)
[2025-12-15T20:26:33.339654] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-15T20:26:33.339783] [INFO ] [sig       ] MBS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:33.479069] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MBS.txt
[2025-12-15T20:26:33.479198] [INFO ] [sig       ] [2017/3591] Completed MBS in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-15T20:26:33.479238] [INFO ] [sig       ] [2018/3591] Forecasting MBWM...
[2025-12-15T20:26:33.479267] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-15T20:26:33.479296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-15T20:26:33.493021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-15T20:26:33.493610] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-15T20:26:33.494589] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-15T20:26:33.494693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:33.494731] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:33.494761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:33.494822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:33.553758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:33.554850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:33.554954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:33.554990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:33.672541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:33.672788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:33.672835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:33.672866] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:33.676709] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-15T20:26:33.677025] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-15T20:26:33.677209] [INFO ] [sig       ] MBWM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:33.820478] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MBWM.txt
[2025-12-15T20:26:33.821071] [INFO ] [sig       ] [2018/3591] Completed MBWM in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-15T20:26:33.821138] [INFO ] [sig       ] [2019/3591] Forecasting MBX...
[2025-12-15T20:26:33.821181] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-15T20:26:33.821224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-15T20:26:33.834761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-15T20:26:33.835402] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-15T20:26:33.836467] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-15T20:26:33.836526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:33.836559] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:33.836618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:33.836692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:33.893310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:33.894624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:33.894731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:33.894769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:34.022131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:34.022367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:34.022412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:34.022441] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:34.026358] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-15T20:26:34.026769] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-15T20:26:34.026924] [INFO ] [sig       ] MBX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:34.173677] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MBX.txt
[2025-12-15T20:26:34.173878] [INFO ] [sig       ] [2019/3591] Completed MBX in 0.4s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:34.173924] [INFO ] [sig       ] [2020/3591] Forecasting MC...
[2025-12-15T20:26:34.173954] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-15T20:26:34.173985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-15T20:26:34.188166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-15T20:26:34.188787] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-15T20:26:34.190033] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-15T20:26:34.190088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:34.190120] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:34.190147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:34.190207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:34.248258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:34.249389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:34.249499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:34.249533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:34.371017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:34.371247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:34.371293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:34.371322] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:34.375284] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=73.29%)
[2025-12-15T20:26:34.375663] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-15T20:26:34.375814] [INFO ] [sig       ] MC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:34.516551] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MC.txt
[2025-12-15T20:26:34.516718] [INFO ] [sig       ] [2020/3591] Completed MC in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:34.516772] [INFO ] [sig       ] [2021/3591] Forecasting MCBS...
[2025-12-15T20:26:34.516804] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-15T20:26:34.516835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-15T20:26:34.528205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-15T20:26:34.528656] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-15T20:26:34.529881] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-15T20:26:34.529950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:34.529999] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:34.530039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:34.530118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:34.591183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:34.592108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:34.592212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:34.592245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:34.715277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:34.715436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:34.715475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:34.715504] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:34.718878] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=35.28%)
[2025-12-15T20:26:34.719170] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-15T20:26:34.719295] [INFO ] [sig       ] MCBS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:34.858979] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MCBS.txt
[2025-12-15T20:26:34.859129] [INFO ] [sig       ] [2021/3591] Completed MCBS in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:34.859170] [INFO ] [sig       ] [2022/3591] Forecasting MCHI...
[2025-12-15T20:26:34.859201] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-15T20:26:34.859230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-15T20:26:34.870670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-15T20:26:34.871040] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-15T20:26:34.871844] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-15T20:26:34.871895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:34.871955] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:34.871982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:34.872038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:34.928289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:34.928977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:34.929062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:34.929094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:35.055656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:35.056065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:35.056108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:35.056136] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:35.059412] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-12-15T20:26:35.059701] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-15T20:26:35.059827] [INFO ] [sig       ] MCHI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:35.195738] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MCHI.txt
[2025-12-15T20:26:35.195855] [INFO ] [sig       ] [2022/3591] Completed MCHI in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:35.195895] [INFO ] [sig       ] [2023/3591] Forecasting MCHP...
[2025-12-15T20:26:35.195924] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-15T20:26:35.195952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-15T20:26:35.207635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-15T20:26:35.207995] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-15T20:26:35.208789] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-15T20:26:35.208839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:35.208871] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:35.208897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:35.208982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:35.266603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:35.267288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:35.267370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:35.267404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:35.391168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:35.391322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:35.391362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:35.391389] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:35.394881] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-12-15T20:26:35.395178] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-15T20:26:35.395300] [INFO ] [sig       ] MCHP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:35.538618] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MCHP.txt
[2025-12-15T20:26:35.538773] [INFO ] [sig       ] [2023/3591] Completed MCHP in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:35.538814] [INFO ] [sig       ] [2024/3591] Forecasting MCHX...
[2025-12-15T20:26:35.538843] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-15T20:26:35.538872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-15T20:26:35.549826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-15T20:26:35.550177] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-15T20:26:35.550996] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-15T20:26:35.551050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:35.551083] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:35.551110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:35.551167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:35.608296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:35.609079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:35.609162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:35.609195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:35.715380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:35.715536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:35.715592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:35.715625] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:35.719047] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-12-15T20:26:35.719326] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-15T20:26:35.719452] [INFO ] [sig       ] MCHX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:35.857700] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MCHX.txt
[2025-12-15T20:26:35.857855] [INFO ] [sig       ] [2024/3591] Completed MCHX in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:35.857896] [INFO ] [sig       ] [2025/3591] Forecasting MCI...
[2025-12-15T20:26:35.857925] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-15T20:26:35.857955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-15T20:26:35.868801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-15T20:26:35.869178] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-15T20:26:35.869973] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-15T20:26:35.870026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:35.870058] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:35.870086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:35.870144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:35.926658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:35.927311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:35.927391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:35.927424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:36.043133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:36.043307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:36.043347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:36.043406] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:36.046699] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=69.92%)
[2025-12-15T20:26:36.046960] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-15T20:26:36.047080] [INFO ] [sig       ] MCI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:36.189161] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MCI.txt
[2025-12-15T20:26:36.189288] [INFO ] [sig       ] [2025/3591] Completed MCI in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:36.189328] [INFO ] [sig       ] [2026/3591] Forecasting MCK...
[2025-12-15T20:26:36.189357] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-15T20:26:36.189386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-15T20:26:36.199868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-15T20:26:36.200158] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-15T20:26:36.200922] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-15T20:26:36.200973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:36.201003] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:36.201029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:36.201085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:36.258370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:36.259041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:36.259120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:36.259154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:36.390710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:36.390864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:36.390904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:36.390932] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:36.394202] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-12-15T20:26:36.394474] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-15T20:26:36.394618] [INFO ] [sig       ] MCK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:36.534274] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MCK.txt
[2025-12-15T20:26:36.534425] [INFO ] [sig       ] [2026/3591] Completed MCK in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:36.534465] [INFO ] [sig       ] [2027/3591] Forecasting MCN...
[2025-12-15T20:26:36.534498] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-15T20:26:36.534528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-15T20:26:36.545657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-15T20:26:36.546032] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-15T20:26:36.546821] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-15T20:26:36.546872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:36.546902] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:36.546928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:36.546983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:36.601830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:36.602570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:36.602670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:36.602703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:36.724674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:36.724847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:36.724887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:36.724917] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:36.728353] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=39.57%)
[2025-12-15T20:26:36.728652] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-15T20:26:36.728776] [INFO ] [sig       ] MCN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:36.864643] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MCN.txt
[2025-12-15T20:26:36.864777] [INFO ] [sig       ] [2027/3591] Completed MCN in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:36.864816] [INFO ] [sig       ] [2028/3591] Forecasting MCO...
[2025-12-15T20:26:36.864846] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-15T20:26:36.864877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-15T20:26:36.875850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-15T20:26:36.876186] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-15T20:26:36.876951] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-15T20:26:36.877001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:36.877032] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:36.877058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:36.877113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:36.931790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:36.932430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:36.932529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:36.932562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:37.045997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:37.046160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:37.046199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:37.046227] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:37.049617] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-15T20:26:37.049890] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-15T20:26:37.050013] [INFO ] [sig       ] MCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:37.187297] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MCO.txt
[2025-12-15T20:26:37.187441] [INFO ] [sig       ] [2028/3591] Completed MCO in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:37.187481] [INFO ] [sig       ] [2029/3591] Forecasting MCRB...
[2025-12-15T20:26:37.187511] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-15T20:26:37.187544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-15T20:26:37.198523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-15T20:26:37.198918] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-15T20:26:37.199751] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-15T20:26:37.199801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:37.199848] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:37.199876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:37.199931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:37.256193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:37.257057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:37.257139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:37.257172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:37.383712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:37.383873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:37.383912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:37.383942] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:37.387340] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-12-15T20:26:37.387670] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-15T20:26:37.387801] [INFO ] [sig       ] MCRB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:37.535191] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MCRB.txt
[2025-12-15T20:26:37.535353] [INFO ] [sig       ] [2029/3591] Completed MCRB in 0.3s | 2.93 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-15T20:26:37.535395] [INFO ] [sig       ] [2030/3591] Forecasting MCRI...
[2025-12-15T20:26:37.535424] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-15T20:26:37.535454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-15T20:26:37.546543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-15T20:26:37.546901] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-15T20:26:37.547721] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-15T20:26:37.547774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:37.547805] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:37.547833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:37.547890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:37.603633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:37.604400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:37.604481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:37.604513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:37.731048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:37.731197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:37.731238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:37.731266] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:37.734589] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-15T20:26:37.734854] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-15T20:26:37.734977] [INFO ] [sig       ] MCRI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:37.872924] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MCRI.txt
[2025-12-15T20:26:37.873079] [INFO ] [sig       ] [2030/3591] Completed MCRI in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-15T20:26:37.873125] [INFO ] [sig       ] [2031/3591] Forecasting MCS...
[2025-12-15T20:26:37.873155] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-15T20:26:37.873185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-15T20:26:37.884139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-15T20:26:37.884471] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-15T20:26:37.885309] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-15T20:26:37.885362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:37.885393] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:37.885421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:37.885478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:37.941569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:37.942197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:37.942273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:37.942306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:38.063937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:38.064086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:38.064126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:38.064154] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:38.067448] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=76.22%)
[2025-12-15T20:26:38.067735] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-15T20:26:38.067857] [INFO ] [sig       ] MCS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:38.210035] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MCS.txt
[2025-12-15T20:26:38.210204] [INFO ] [sig       ] [2031/3591] Completed MCS in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-15T20:26:38.210250] [INFO ] [sig       ] [2032/3591] Forecasting MCY...
[2025-12-15T20:26:38.210282] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-15T20:26:38.210311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-15T20:26:38.221417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-15T20:26:38.221747] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-15T20:26:38.222516] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-15T20:26:38.222595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:38.222630] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:38.222657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:38.222716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:38.279052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:38.279739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:38.279858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:38.279892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:38.397325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:38.397473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:38.397512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:38.397542] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:38.400847] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=81.54%)
[2025-12-15T20:26:38.401108] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-15T20:26:38.401226] [INFO ] [sig       ] MCY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:38.541738] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MCY.txt
[2025-12-15T20:26:38.541870] [INFO ] [sig       ] [2032/3591] Completed MCY in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-15T20:26:38.541909] [INFO ] [sig       ] [2033/3591] Forecasting MD...
[2025-12-15T20:26:38.541955] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-15T20:26:38.541987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-15T20:26:38.553069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-15T20:26:38.553397] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-15T20:26:38.554205] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-15T20:26:38.554259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:38.554291] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:38.554318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:38.554375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:38.610360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:38.610961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:38.611034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:38.611066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:38.731084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:38.731241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:38.731281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:38.731309] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:38.734712] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=11.38%)
[2025-12-15T20:26:38.735013] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-15T20:26:38.735143] [INFO ] [sig       ] MD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:38.874868] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MD.txt
[2025-12-15T20:26:38.875023] [INFO ] [sig       ] [2033/3591] Completed MD in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-15T20:26:38.875065] [INFO ] [sig       ] [2034/3591] Forecasting MDAI...
[2025-12-15T20:26:38.875094] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-15T20:26:38.875123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-15T20:26:38.887354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-15T20:26:38.887775] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-15T20:26:38.888552] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-15T20:26:38.888642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:38.888677] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:38.888704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:38.888763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:38.945712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:38.946500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:38.946602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:38.946636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:39.066676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:39.066834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:39.066872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:39.066900] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:39.070318] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2025-12-15T20:26:39.070652] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-15T20:26:39.070794] [INFO ] [sig       ] MDAI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:39.212823] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MDAI.txt
[2025-12-15T20:26:39.212981] [INFO ] [sig       ] [2034/3591] Completed MDAI in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-15T20:26:39.213022] [INFO ] [sig       ] [2035/3591] Forecasting MDB...
[2025-12-15T20:26:39.213052] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-15T20:26:39.213082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-15T20:26:39.226249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-15T20:26:39.226855] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-15T20:26:39.227826] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-15T20:26:39.227878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:39.227912] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:39.227939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:39.227999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:39.285999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:39.287117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:39.287214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:39.287248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:39.411866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:39.412097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:39.412139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:39.412169] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:39.415976] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-12-15T20:26:39.416299] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-15T20:26:39.416435] [INFO ] [sig       ] MDB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:39.560124] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MDB.txt
[2025-12-15T20:26:39.560720] [INFO ] [sig       ] [2035/3591] Completed MDB in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-15T20:26:39.560779] [INFO ] [sig       ] [2036/3591] Forecasting MDGL...
[2025-12-15T20:26:39.560827] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-15T20:26:39.560868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-15T20:26:39.574530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-15T20:26:39.575101] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-15T20:26:39.576050] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-15T20:26:39.576105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:39.576140] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:39.576166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:39.576226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:39.637973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:39.639238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:39.639353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:39.639387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:39.761692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:39.761866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:39.761907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:39.761964] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:39.765483] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: UP (p=64.97%)
[2025-12-15T20:26:39.765846] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-15T20:26:39.765986] [INFO ] [sig       ] MDGL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:39.912332] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MDGL.txt
[2025-12-15T20:26:39.912499] [INFO ] [sig       ] [2036/3591] Completed MDGL in 0.4s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:39.912541] [INFO ] [sig       ] [2037/3591] Forecasting MDLZ...
[2025-12-15T20:26:39.912590] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-15T20:26:39.912624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-15T20:26:39.924793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-15T20:26:39.925183] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-15T20:26:39.925988] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-15T20:26:39.926042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:39.926074] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:39.926102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:39.926176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:39.985146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:39.986156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:39.986258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:39.986301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:40.106898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:40.107077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:40.107134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:40.107175] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:40.112249] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-15T20:26:40.112695] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-15T20:26:40.112849] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:40.251885] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MDLZ.txt
[2025-12-15T20:26:40.252009] [INFO ] [sig       ] [2037/3591] Completed MDLZ in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:40.252049] [INFO ] [sig       ] [2038/3591] Forecasting MDWD...
[2025-12-15T20:26:40.252080] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-15T20:26:40.252116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-15T20:26:40.263879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-15T20:26:40.264207] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-15T20:26:40.265019] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-15T20:26:40.265073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:40.265107] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:40.265135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:40.265191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:40.322337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:40.323044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:40.323124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:40.323172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:40.439441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:40.439730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:40.439774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:40.439803] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:40.443210] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-15T20:26:40.443487] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-15T20:26:40.443626] [INFO ] [sig       ] MDWD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:40.581958] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MDWD.txt
[2025-12-15T20:26:40.582096] [INFO ] [sig       ] [2038/3591] Completed MDWD in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:40.582137] [INFO ] [sig       ] [2039/3591] Forecasting MDXG...
[2025-12-15T20:26:40.582170] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-15T20:26:40.582199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-15T20:26:40.593362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-15T20:26:40.593714] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-15T20:26:40.594474] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-15T20:26:40.594527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:40.594603] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:40.594633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:40.594694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:40.651425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:40.652106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:40.652185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:40.652217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:40.767754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:40.767903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:40.767942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:40.767970] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:40.771328] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-15T20:26:40.771611] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-15T20:26:40.771731] [INFO ] [sig       ] MDXG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:40.911480] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MDXG.txt
[2025-12-15T20:26:40.911636] [INFO ] [sig       ] [2039/3591] Completed MDXG in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:40.911705] [INFO ] [sig       ] [2040/3591] Forecasting MDXH...
[2025-12-15T20:26:40.911737] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-15T20:26:40.911766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-15T20:26:40.926109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-15T20:26:40.926629] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-15T20:26:40.927693] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-15T20:26:40.927757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:40.927804] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:40.927863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:40.927946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:40.997367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:40.998286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:40.998372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:40.998404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:41.117030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:41.117205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:41.117250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:41.117279] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:41.121298] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=54.63%)
[2025-12-15T20:26:41.121654] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-15T20:26:41.121795] [INFO ] [sig       ] MDXH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:41.264551] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MDXH.txt
[2025-12-15T20:26:41.264735] [INFO ] [sig       ] [2040/3591] Completed MDXH in 0.4s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:41.264778] [INFO ] [sig       ] [2041/3591] Forecasting MEC...
[2025-12-15T20:26:41.264809] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-15T20:26:41.264840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-15T20:26:41.276679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-15T20:26:41.277058] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-15T20:26:41.277844] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-15T20:26:41.277894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:41.277927] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:41.277953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:41.278008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:41.333636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:41.334499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:41.334610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:41.334652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:41.451489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:41.451667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:41.451707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:41.451735] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:41.455119] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-12-15T20:26:41.455388] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-15T20:26:41.455512] [INFO ] [sig       ] MEC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:41.598133] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MEC.txt
[2025-12-15T20:26:41.598298] [INFO ] [sig       ] [2041/3591] Completed MEC in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:41.598339] [INFO ] [sig       ] [2042/3591] Forecasting MED...
[2025-12-15T20:26:41.598369] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-15T20:26:41.598401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-15T20:26:41.610444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-15T20:26:41.610812] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-15T20:26:41.611654] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-15T20:26:41.611706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:41.611738] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:41.611764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:41.611820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:41.667155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:41.667959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:41.668042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:41.668074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:41.791988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:41.792148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:41.792187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:41.792246] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:41.796723] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=49.70%)
[2025-12-15T20:26:41.797014] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-15T20:26:41.797148] [INFO ] [sig       ] MED: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:41.938470] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MED.txt
[2025-12-15T20:26:41.938643] [INFO ] [sig       ] [2042/3591] Completed MED in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:41.938686] [INFO ] [sig       ] [2043/3591] Forecasting MEDP...
[2025-12-15T20:26:41.938716] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-15T20:26:41.938744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-15T20:26:41.950133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-15T20:26:41.950485] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-15T20:26:41.951468] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-15T20:26:41.951521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:41.951557] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:41.951609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:41.951681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:42.009540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:42.010433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:42.010517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:42.010553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:42.140764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:42.140921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:42.140961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:42.140991] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:42.144289] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=39.60%)
[2025-12-15T20:26:42.144553] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-15T20:26:42.144694] [INFO ] [sig       ] MEDP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:42.285399] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MEDP.txt
[2025-12-15T20:26:42.285529] [INFO ] [sig       ] [2043/3591] Completed MEDP in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:42.285590] [INFO ] [sig       ] [2044/3591] Forecasting MEG...
[2025-12-15T20:26:42.285625] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-15T20:26:42.285663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-15T20:26:42.296819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-15T20:26:42.297114] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-15T20:26:42.297892] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-15T20:26:42.297943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:42.297973] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:42.298000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:42.298056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:42.353497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:42.354086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:42.354159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:42.354191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:42.471640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:42.471786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:42.471824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:42.471852] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:42.475081] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=56.72%)
[2025-12-15T20:26:42.475341] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-15T20:26:42.475460] [INFO ] [sig       ] MEG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:42.614229] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MEG.txt
[2025-12-15T20:26:42.614340] [INFO ] [sig       ] [2044/3591] Completed MEG in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:42.614379] [INFO ] [sig       ] [2045/3591] Forecasting MEGI...
[2025-12-15T20:26:42.614408] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-15T20:26:42.614436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-15T20:26:42.625371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-15T20:26:42.625678] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-15T20:26:42.626409] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-15T20:26:42.626460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:42.626490] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:42.626517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:42.626590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:42.682363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:42.682986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:42.683062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:42.683094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:42.801526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:42.801680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:42.801717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:42.801746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:42.804961] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-15T20:26:42.805227] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-15T20:26:42.805353] [INFO ] [sig       ] MEGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:42.944795] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MEGI.txt
[2025-12-15T20:26:42.944921] [INFO ] [sig       ] [2045/3591] Completed MEGI in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:42.944960] [INFO ] [sig       ] [2046/3591] Forecasting MEI...
[2025-12-15T20:26:42.944989] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-15T20:26:42.945018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-15T20:26:42.955920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-15T20:26:42.956232] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-15T20:26:42.957017] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-15T20:26:42.957067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:42.957098] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:42.957124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:42.957178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:43.013557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:43.014182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:43.014256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:43.014288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:43.135559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:43.135756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:43.135796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:43.135824] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:43.139158] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=54.67%)
[2025-12-15T20:26:43.139428] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-15T20:26:43.139548] [INFO ] [sig       ] MEI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:43.275535] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MEI.txt
[2025-12-15T20:26:43.275669] [INFO ] [sig       ] [2046/3591] Completed MEI in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:43.275708] [INFO ] [sig       ] [2047/3591] Forecasting MELI...
[2025-12-15T20:26:43.275738] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-15T20:26:43.275767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-15T20:26:43.287070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-15T20:26:43.287398] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-15T20:26:43.288211] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-15T20:26:43.288264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:43.288296] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:43.288324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:43.288382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:43.343809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:43.344403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:43.344476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:43.344508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:43.462359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:43.462485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:43.462522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:43.462549] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:43.465853] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-12-15T20:26:43.466124] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-15T20:26:43.466243] [INFO ] [sig       ] MELI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:43.603763] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MELI.txt
[2025-12-15T20:26:43.603880] [INFO ] [sig       ] [2047/3591] Completed MELI in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-15T20:26:43.603919] [INFO ] [sig       ] [2048/3591] Forecasting MEOH...
[2025-12-15T20:26:43.603948] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-15T20:26:43.603977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-15T20:26:43.614878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-15T20:26:43.615177] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-15T20:26:43.615934] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-15T20:26:43.615985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:43.616016] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:43.616042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:43.616098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:43.671557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:43.672206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:43.672282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:43.672313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:43.794493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:43.794670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:43.794718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:43.794753] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:43.798186] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-15T20:26:43.798460] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-15T20:26:43.798608] [INFO ] [sig       ] MEOH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:43.935919] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MEOH.txt
[2025-12-15T20:26:43.936059] [INFO ] [sig       ] [2048/3591] Completed MEOH in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-15T20:26:43.936101] [INFO ] [sig       ] [2049/3591] Forecasting MERC...
[2025-12-15T20:26:43.936130] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-15T20:26:43.936159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-15T20:26:43.946944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-15T20:26:43.947265] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-15T20:26:43.948076] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-15T20:26:43.948128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:43.948159] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:43.948187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:43.948243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:44.003279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:44.003985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:44.004089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:44.004123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:44.124223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:44.124394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:44.124434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:44.124462] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:44.127796] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-12-15T20:26:44.128059] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-15T20:26:44.128179] [INFO ] [sig       ] MERC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:44.266638] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MERC.txt
[2025-12-15T20:26:44.266793] [INFO ] [sig       ] [2049/3591] Completed MERC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-15T20:26:44.266834] [INFO ] [sig       ] [2050/3591] Forecasting META...
[2025-12-15T20:26:44.266864] [INFO ] [sig       ] Generating forecast for: META
[2025-12-15T20:26:44.266894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-15T20:26:44.277598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-15T20:26:44.277894] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-15T20:26:44.278647] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-15T20:26:44.278697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:44.278728] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:44.278754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:44.278810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:44.334635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:44.335261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:44.335337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:44.335369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:44.461127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:44.461277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:44.461316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:44.461345] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:44.464675] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-15T20:26:44.464954] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-15T20:26:44.465072] [INFO ] [sig       ] META: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:44.606567] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/META.txt
[2025-12-15T20:26:44.606722] [INFO ] [sig       ] [2050/3591] Completed META in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-15T20:26:44.606768] [INFO ] [sig       ] [2051/3591] Forecasting METC...
[2025-12-15T20:26:44.606801] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-15T20:26:44.606830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-15T20:26:44.617918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-15T20:26:44.618233] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-15T20:26:44.619108] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-15T20:26:44.619159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:44.619190] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:44.619216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:44.619278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:44.675365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:44.675967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:44.676052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:44.676085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:44.791736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:44.791890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:44.791929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:44.791958] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:44.795234] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-15T20:26:44.795497] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-15T20:26:44.795634] [INFO ] [sig       ] METC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:44.934630] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/METC.txt
[2025-12-15T20:26:44.934765] [INFO ] [sig       ] [2051/3591] Completed METC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-15T20:26:44.934812] [INFO ] [sig       ] [2052/3591] Forecasting METCB...
[2025-12-15T20:26:44.934843] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-15T20:26:44.934872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-15T20:26:44.945812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-15T20:26:44.946127] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-15T20:26:44.946884] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-15T20:26:44.946935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:44.946966] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:44.946992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:44.947048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:45.003161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:45.003808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:45.003885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:45.003917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:45.126749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:45.126898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:45.126936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:45.126965] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:45.130259] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=73.36%)
[2025-12-15T20:26:45.130533] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-15T20:26:45.130672] [INFO ] [sig       ] METCB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:45.268752] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/METCB.txt
[2025-12-15T20:26:45.268868] [INFO ] [sig       ] [2052/3591] Completed METCB in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-15T20:26:45.268906] [INFO ] [sig       ] [2053/3591] Forecasting METD...
[2025-12-15T20:26:45.268934] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-15T20:26:45.268974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-15T20:26:45.283321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-15T20:26:45.283716] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-15T20:26:45.284496] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-15T20:26:45.284589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:45.284626] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:45.284659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:45.284728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:45.340750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:45.341386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:45.341461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:45.341493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:45.462483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:45.462648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:45.462696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:45.462739] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:45.465988] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2025-12-15T20:26:45.466250] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-15T20:26:45.466368] [INFO ] [sig       ] METD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:45.604490] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/METD.txt
[2025-12-15T20:26:45.604615] [INFO ] [sig       ] [2053/3591] Completed METD in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-15T20:26:45.604661] [INFO ] [sig       ] [2054/3591] Forecasting MFA...
[2025-12-15T20:26:45.604697] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-15T20:26:45.604733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-15T20:26:45.615627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-15T20:26:45.615969] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-15T20:26:45.616722] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-15T20:26:45.616772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:45.616803] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:45.616830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:45.616887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:45.673249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:45.674012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:45.674091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:45.674123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:45.795979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:45.796122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:45.796162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:45.796189] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:45.799481] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2025-12-15T20:26:45.799783] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-15T20:26:45.799917] [INFO ] [sig       ] MFA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:45.938973] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MFA.txt
[2025-12-15T20:26:45.939093] [INFO ] [sig       ] [2054/3591] Completed MFA in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:45.939132] [INFO ] [sig       ] [2055/3591] Forecasting MFC...
[2025-12-15T20:26:45.939161] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-15T20:26:45.939190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-15T20:26:45.950157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-15T20:26:45.950452] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-15T20:26:45.951237] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-15T20:26:45.951288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:45.951319] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:45.951345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:45.951401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:46.007226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:46.007822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:46.007897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:46.007929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:46.127109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:46.127250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:46.127293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:46.127323] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:46.130713] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=78.99%)
[2025-12-15T20:26:46.131014] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-15T20:26:46.131132] [INFO ] [sig       ] MFC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:46.269403] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MFC.txt
[2025-12-15T20:26:46.269518] [INFO ] [sig       ] [2055/3591] Completed MFC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:46.269556] [INFO ] [sig       ] [2056/3591] Forecasting MFG...
[2025-12-15T20:26:46.269603] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-15T20:26:46.269634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-15T20:26:46.280478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-15T20:26:46.280797] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-15T20:26:46.281521] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-15T20:26:46.281623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:46.281656] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:46.281682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:46.281738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:46.336489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:46.337076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:46.337151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:46.337182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:46.458141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:46.458287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:46.458327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:46.458354] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:46.461635] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-12-15T20:26:46.461909] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-15T20:26:46.462027] [INFO ] [sig       ] MFG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:46.599326] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MFG.txt
[2025-12-15T20:26:46.599439] [INFO ] [sig       ] [2056/3591] Completed MFG in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:46.599505] [INFO ] [sig       ] [2057/3591] Forecasting MFI...
[2025-12-15T20:26:46.599535] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-15T20:26:46.599590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-15T20:26:46.610292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-15T20:26:46.610631] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-15T20:26:46.611364] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-15T20:26:46.611414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:46.611444] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:46.611470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:46.611528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:46.666636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:46.667238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:46.667314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:46.667346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:46.783347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:46.783522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:46.783566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:46.783616] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:46.786934] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-12-15T20:26:46.787202] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-15T20:26:46.787322] [INFO ] [sig       ] MFI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:46.924686] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MFI.txt
[2025-12-15T20:26:46.924808] [INFO ] [sig       ] [2057/3591] Completed MFI in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:46.924848] [INFO ] [sig       ] [2058/3591] Forecasting MFIC...
[2025-12-15T20:26:46.924877] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-15T20:26:46.924907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-15T20:26:46.935979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-15T20:26:46.936290] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-15T20:26:46.937042] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-15T20:26:46.937094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:46.937124] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:46.937151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:46.937207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:46.991764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:46.992352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:46.992426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:46.992457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:47.110931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:47.111071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:47.111108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:47.111137] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:47.114347] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-15T20:26:47.114632] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-15T20:26:47.114786] [INFO ] [sig       ] MFIC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:47.252381] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MFIC.txt
[2025-12-15T20:26:47.252501] [INFO ] [sig       ] [2058/3591] Completed MFIC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:47.252540] [INFO ] [sig       ] [2059/3591] Forecasting MFIN...
[2025-12-15T20:26:47.252586] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-15T20:26:47.252619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-15T20:26:47.263235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-15T20:26:47.263530] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-15T20:26:47.264279] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-15T20:26:47.264329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:47.264360] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:47.264387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:47.264442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:47.320034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:47.320647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:47.320721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:47.320752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:47.438008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:47.438161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:47.438234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:47.438263] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:47.441680] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=47.93%)
[2025-12-15T20:26:47.441951] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-15T20:26:47.442073] [INFO ] [sig       ] MFIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:47.582948] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MFIN.txt
[2025-12-15T20:26:47.583085] [INFO ] [sig       ] [2059/3591] Completed MFIN in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:47.583127] [INFO ] [sig       ] [2060/3591] Forecasting MFM...
[2025-12-15T20:26:47.583156] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-15T20:26:47.583185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-15T20:26:47.595042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-15T20:26:47.595451] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-15T20:26:47.596226] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-15T20:26:47.596277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:47.596308] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:47.596335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:47.596392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:47.652029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:47.652803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:47.652894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:47.652930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:47.770326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:47.770465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:47.770520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:47.770549] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:47.773846] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-12-15T20:26:47.774107] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-15T20:26:47.774227] [INFO ] [sig       ] MFM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:47.912228] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MFM.txt
[2025-12-15T20:26:47.912350] [INFO ] [sig       ] [2060/3591] Completed MFM in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:47.912390] [INFO ] [sig       ] [2061/3591] Forecasting MG...
[2025-12-15T20:26:47.912419] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-15T20:26:47.912449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-15T20:26:47.923649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-15T20:26:47.923990] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-15T20:26:47.924745] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-15T20:26:47.924795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:47.924826] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:47.924852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:47.924908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:47.979871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:47.980444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:47.980521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:47.980553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:48.094079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:48.094233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:48.094278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:48.094307] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:48.097656] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=66.42%)
[2025-12-15T20:26:48.097929] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-15T20:26:48.098050] [INFO ] [sig       ] MG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:48.234072] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MG.txt
[2025-12-15T20:26:48.234192] [INFO ] [sig       ] [2061/3591] Completed MG in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:48.234231] [INFO ] [sig       ] [2062/3591] Forecasting MGA...
[2025-12-15T20:26:48.234261] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-15T20:26:48.234291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-15T20:26:48.245522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-15T20:26:48.245900] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-15T20:26:48.246703] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-15T20:26:48.246755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:48.246786] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:48.246813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:48.246870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:48.302408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:48.303200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:48.303299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:48.303331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:48.426040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:48.426170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:48.426209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:48.426238] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:48.429531] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=38.62%)
[2025-12-15T20:26:48.429819] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-15T20:26:48.429942] [INFO ] [sig       ] MGA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:48.566202] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MGA.txt
[2025-12-15T20:26:48.566337] [INFO ] [sig       ] [2062/3591] Completed MGA in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:48.566378] [INFO ] [sig       ] [2063/3591] Forecasting MGEE...
[2025-12-15T20:26:48.566408] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-15T20:26:48.566462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-15T20:26:48.576916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-15T20:26:48.577238] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-15T20:26:48.577999] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-15T20:26:48.578050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:48.578080] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:48.578105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:48.578160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:48.633760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:48.634554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:48.634650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:48.634682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:48.752337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:48.752490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:48.752528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:48.752557] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:48.755815] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-15T20:26:48.756084] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-15T20:26:48.756203] [INFO ] [sig       ] MGEE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:48.893327] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MGEE.txt
[2025-12-15T20:26:48.893459] [INFO ] [sig       ] [2063/3591] Completed MGEE in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:48.893499] [INFO ] [sig       ] [2064/3591] Forecasting MGIC...
[2025-12-15T20:26:48.893528] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-15T20:26:48.893557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-15T20:26:48.904205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-15T20:26:48.904553] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-15T20:26:48.905340] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-15T20:26:48.905390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:48.905433] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:48.905462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:48.905518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:48.961664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:48.962463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:48.962546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:48.962597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:49.084909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:49.085057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:49.085096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:49.085125] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:49.088417] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=67.09%)
[2025-12-15T20:26:49.088704] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-15T20:26:49.088826] [INFO ] [sig       ] MGIC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:49.226966] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MGIC.txt
[2025-12-15T20:26:49.227144] [INFO ] [sig       ] [2064/3591] Completed MGIC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:49.227207] [INFO ] [sig       ] [2065/3591] Forecasting MGM...
[2025-12-15T20:26:49.227250] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-15T20:26:49.227291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-15T20:26:49.238475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-15T20:26:49.238853] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-15T20:26:49.239657] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-15T20:26:49.239707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:49.239737] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:49.239763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:49.239822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:49.294506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:49.295143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:49.295218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:49.295249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:49.413027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:49.413178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:49.413216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:49.413245] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:49.416496] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-15T20:26:49.416774] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-15T20:26:49.416896] [INFO ] [sig       ] MGM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:49.554891] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MGM.txt
[2025-12-15T20:26:49.555032] [INFO ] [sig       ] [2065/3591] Completed MGM in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-15T20:26:49.555070] [INFO ] [sig       ] [2066/3591] Forecasting MGNI...
[2025-12-15T20:26:49.555100] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-15T20:26:49.555129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-15T20:26:49.566210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-15T20:26:49.566564] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-15T20:26:49.567376] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-15T20:26:49.567428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:49.567460] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:49.567487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:49.567543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:49.622218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:49.622843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:49.622922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:49.622953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:49.749379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:49.749547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:49.749606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:49.749637] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:49.753010] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-15T20:26:49.753280] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-15T20:26:49.753402] [INFO ] [sig       ] MGNI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:49.891300] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MGNI.txt
[2025-12-15T20:26:49.891449] [INFO ] [sig       ] [2066/3591] Completed MGNI in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-15T20:26:49.891489] [INFO ] [sig       ] [2067/3591] Forecasting MGNX...
[2025-12-15T20:26:49.891519] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-15T20:26:49.891549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-15T20:26:49.903232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-15T20:26:49.903654] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-15T20:26:49.904426] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-15T20:26:49.904482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:49.904514] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:49.904544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:49.904641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:49.961518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:49.962290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:49.962371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:49.962406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:50.083507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:50.083699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:50.083740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:50.083770] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:50.087024] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=35.05%)
[2025-12-15T20:26:50.087289] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-15T20:26:50.087410] [INFO ] [sig       ] MGNX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:50.223158] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MGNX.txt
[2025-12-15T20:26:50.223284] [INFO ] [sig       ] [2067/3591] Completed MGNX in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-15T20:26:50.223325] [INFO ] [sig       ] [2068/3591] Forecasting MGPI...
[2025-12-15T20:26:50.223361] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-15T20:26:50.223392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-15T20:26:50.235062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-15T20:26:50.235456] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-15T20:26:50.236248] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-15T20:26:50.236299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:50.236330] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:50.236356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:50.236412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:50.291537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:50.292383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:50.292466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:50.292498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:50.413081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:50.413238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:50.413278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:50.413307] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:50.416842] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2025-12-15T20:26:50.417122] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-15T20:26:50.417243] [INFO ] [sig       ] MGPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:50.557868] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MGPI.txt
[2025-12-15T20:26:50.558021] [INFO ] [sig       ] [2068/3591] Completed MGPI in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-15T20:26:50.558061] [INFO ] [sig       ] [2069/3591] Forecasting MGRC...
[2025-12-15T20:26:50.558090] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-15T20:26:50.558120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-15T20:26:50.570245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-15T20:26:50.570721] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-15T20:26:50.571607] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-15T20:26:50.571662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:50.571695] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:50.571722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:50.571780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:50.630168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:50.631138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:50.631225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:50.631259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:50.751507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:50.751685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:50.751728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:50.751758] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:50.755284] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-15T20:26:50.755587] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-15T20:26:50.755766] [INFO ] [sig       ] MGRC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:50.904551] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MGRC.txt
[2025-12-15T20:26:50.904705] [INFO ] [sig       ] [2069/3591] Completed MGRC in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-15T20:26:50.904746] [INFO ] [sig       ] [2070/3591] Forecasting MGTX...
[2025-12-15T20:26:50.904778] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-15T20:26:50.904807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-15T20:26:50.915928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-15T20:26:50.916254] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-15T20:26:50.917041] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-15T20:26:50.917092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:50.917125] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:50.917152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:50.917210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:50.973914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:50.974520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:50.974615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:50.974651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:51.087772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:51.087922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:51.087960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:51.087989] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:51.091427] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2025-12-15T20:26:51.091777] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-15T20:26:51.091920] [INFO ] [sig       ] MGTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:51.234040] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MGTX.txt
[2025-12-15T20:26:51.234165] [INFO ] [sig       ] [2070/3591] Completed MGTX in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-15T20:26:51.234203] [INFO ] [sig       ] [2071/3591] Forecasting MGX...
[2025-12-15T20:26:51.234232] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-15T20:26:51.234261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-15T20:26:51.245890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-15T20:26:51.246306] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-15T20:26:51.247148] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-15T20:26:51.247202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:51.247235] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:51.247263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:51.247321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:51.304398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:51.305285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:51.305377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:51.305411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:51.426180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:51.426344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:51.426385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:51.426430] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:51.429858] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-15T20:26:51.430145] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-15T20:26:51.430275] [INFO ] [sig       ] MGX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:51.567083] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MGX.txt
[2025-12-15T20:26:51.567216] [INFO ] [sig       ] [2071/3591] Completed MGX in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:51.567255] [INFO ] [sig       ] [2072/3591] Forecasting MGY...
[2025-12-15T20:26:51.567284] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-15T20:26:51.567314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-15T20:26:51.578360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-15T20:26:51.578682] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-15T20:26:51.579446] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-15T20:26:51.579496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:51.579526] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:51.579551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:51.579632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:51.635847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:51.636448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:51.636527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:51.636559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:51.757033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:51.757182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:51.757222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:51.757249] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:51.760636] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2025-12-15T20:26:51.760933] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-15T20:26:51.761065] [INFO ] [sig       ] MGY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:51.900203] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MGY.txt
[2025-12-15T20:26:51.900339] [INFO ] [sig       ] [2072/3591] Completed MGY in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:51.900377] [INFO ] [sig       ] [2073/3591] Forecasting MHD...
[2025-12-15T20:26:51.900407] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-15T20:26:51.900436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-15T20:26:51.912305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-15T20:26:51.912734] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-15T20:26:51.913535] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-15T20:26:51.913606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:51.913639] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:51.913666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:51.913722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:51.973460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:51.974352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:51.974441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:51.974510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:52.089760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:52.089923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:52.089967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:52.089999] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:52.093469] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2025-12-15T20:26:52.093767] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-15T20:26:52.093896] [INFO ] [sig       ] MHD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:52.233690] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MHD.txt
[2025-12-15T20:26:52.233844] [INFO ] [sig       ] [2073/3591] Completed MHD in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:52.233885] [INFO ] [sig       ] [2074/3591] Forecasting MHF...
[2025-12-15T20:26:52.233919] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-15T20:26:52.233950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-15T20:26:52.245220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-15T20:26:52.245615] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-15T20:26:52.246440] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-15T20:26:52.246494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:52.246527] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:52.246555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:52.246640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:52.302935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:52.303560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:52.303659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:52.303693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:52.418910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:52.419069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:52.419111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:52.419142] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:52.422514] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-15T20:26:52.422803] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-15T20:26:52.422932] [INFO ] [sig       ] MHF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:52.563009] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MHF.txt
[2025-12-15T20:26:52.563183] [INFO ] [sig       ] [2074/3591] Completed MHF in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:52.563250] [INFO ] [sig       ] [2075/3591] Forecasting MHK...
[2025-12-15T20:26:52.563289] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-15T20:26:52.563321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-15T20:26:52.574654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-15T20:26:52.575009] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-15T20:26:52.575810] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-15T20:26:52.575863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:52.575895] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:52.575923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:52.575997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:52.633522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:52.634602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:52.634690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:52.634726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:52.753660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:52.753817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:52.753859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:52.753890] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:52.757345] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=50.08%)
[2025-12-15T20:26:52.757646] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-15T20:26:52.757775] [INFO ] [sig       ] MHK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:52.900650] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MHK.txt
[2025-12-15T20:26:52.900805] [INFO ] [sig       ] [2075/3591] Completed MHK in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:52.900846] [INFO ] [sig       ] [2076/3591] Forecasting MHN...
[2025-12-15T20:26:52.900876] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-15T20:26:52.900905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-15T20:26:52.912694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-15T20:26:52.913077] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-15T20:26:52.913841] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-15T20:26:52.913901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:52.913953] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:52.913991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:52.914060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:52.971172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:52.972057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:52.972146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:52.972181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:53.085853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:53.086043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:53.086084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:53.086115] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:53.089555] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-15T20:26:53.089884] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-15T20:26:53.090018] [INFO ] [sig       ] MHN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:53.230198] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MHN.txt
[2025-12-15T20:26:53.230352] [INFO ] [sig       ] [2076/3591] Completed MHN in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:53.230394] [INFO ] [sig       ] [2077/3591] Forecasting MHO...
[2025-12-15T20:26:53.230427] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-15T20:26:53.230459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-15T20:26:53.242060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-15T20:26:53.242440] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-15T20:26:53.243234] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-15T20:26:53.243303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:53.243336] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:53.243364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:53.243421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:53.300910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:53.301763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:53.301845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:53.301884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:53.421316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:53.421477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:53.421519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:53.421549] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:53.424965] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2025-12-15T20:26:53.425268] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-15T20:26:53.425396] [INFO ] [sig       ] MHO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:53.568130] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MHO.txt
[2025-12-15T20:26:53.568285] [INFO ] [sig       ] [2077/3591] Completed MHO in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:53.568327] [INFO ] [sig       ] [2078/3591] Forecasting MIDD...
[2025-12-15T20:26:53.568357] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-15T20:26:53.568388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-15T20:26:53.579468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-15T20:26:53.579849] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-15T20:26:53.580721] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-15T20:26:53.580775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:53.580808] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:53.580833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:53.580889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:53.638798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:53.639780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:53.639875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:53.639908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:53.758163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:53.758314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:53.758353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:53.758380] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:53.761771] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-15T20:26:53.762039] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-15T20:26:53.762160] [INFO ] [sig       ] MIDD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:53.900507] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MIDD.txt
[2025-12-15T20:26:53.900666] [INFO ] [sig       ] [2078/3591] Completed MIDD in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:53.900710] [INFO ] [sig       ] [2079/3591] Forecasting MIGI...
[2025-12-15T20:26:53.900740] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-15T20:26:53.900769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-15T20:26:53.911897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-15T20:26:53.912231] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-15T20:26:53.913052] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-15T20:26:53.913108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:53.913139] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:53.913166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:53.913221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:53.973954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:53.974660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:53.974737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:53.974771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:54.093514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:54.093683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:54.093724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:54.093754] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:54.097082] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-12-15T20:26:54.097348] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-15T20:26:54.097471] [INFO ] [sig       ] MIGI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:54.243282] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MIGI.txt
[2025-12-15T20:26:54.243440] [INFO ] [sig       ] [2079/3591] Completed MIGI in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:54.243530] [INFO ] [sig       ] [2080/3591] Forecasting MILN...
[2025-12-15T20:26:54.243587] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-15T20:26:54.243623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-15T20:26:54.253817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-15T20:26:54.254160] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-15T20:26:54.254944] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-15T20:26:54.254996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:54.255027] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:54.255053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:54.255109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:54.314175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:54.315015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:54.315099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:54.315136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:54.433662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:54.433820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:54.433867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:54.433896] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:54.437776] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-15T20:26:54.438095] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-15T20:26:54.438221] [INFO ] [sig       ] MILN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:54.591589] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MILN.txt
[2025-12-15T20:26:54.591739] [INFO ] [sig       ] [2080/3591] Completed MILN in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:54.591779] [INFO ] [sig       ] [2081/3591] Forecasting MIND...
[2025-12-15T20:26:54.591808] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-15T20:26:54.591836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-15T20:26:54.602623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-15T20:26:54.603094] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-15T20:26:54.604014] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-15T20:26:54.604079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:54.604126] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:54.604168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:54.604241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:54.660747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:54.661564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:54.661664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:54.661697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:54.788869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:54.789044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:54.789092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:54.789122] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:54.792544] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-15T20:26:54.792835] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-15T20:26:54.792967] [INFO ] [sig       ] MIND: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:54.930176] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MIND.txt
[2025-12-15T20:26:54.930314] [INFO ] [sig       ] [2081/3591] Completed MIND in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:54.930353] [INFO ] [sig       ] [2082/3591] Forecasting MIRA...
[2025-12-15T20:26:54.930382] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-15T20:26:54.930411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-15T20:26:54.941405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-15T20:26:54.941795] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-15T20:26:54.942584] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-15T20:26:54.942636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:54.942668] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:54.942697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:54.942769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:54.998613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:54.999381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:54.999461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:54.999493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:55.120144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:55.120305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:55.120343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:55.120373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:55.124065] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-15T20:26:55.124561] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-15T20:26:55.124711] [INFO ] [sig       ] MIRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:55.268438] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MIRA.txt
[2025-12-15T20:26:55.268596] [INFO ] [sig       ] [2082/3591] Completed MIRA in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:55.268638] [INFO ] [sig       ] [2083/3591] Forecasting MIRM...
[2025-12-15T20:26:55.268669] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-15T20:26:55.268698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-15T20:26:55.279201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-15T20:26:55.279517] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-15T20:26:55.280334] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-15T20:26:55.280386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:55.280418] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:55.280473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:55.280548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:55.336343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:55.337006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:55.337085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:55.337119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:55.454397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:55.454542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:55.454598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:55.454629] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:55.457905] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-12-15T20:26:55.458172] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-15T20:26:55.458290] [INFO ] [sig       ] MIRM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:55.599727] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MIRM.txt
[2025-12-15T20:26:55.599857] [INFO ] [sig       ] [2083/3591] Completed MIRM in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-15T20:26:55.599896] [INFO ] [sig       ] [2084/3591] Forecasting MITK...
[2025-12-15T20:26:55.599925] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-15T20:26:55.599955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-15T20:26:55.610458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-15T20:26:55.610811] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-15T20:26:55.611623] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-15T20:26:55.611677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:55.611709] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:55.611736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:55.611794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:55.669866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:55.670620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:55.670700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:55.670733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:55.795035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:55.795201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:55.795242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:55.795270] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:55.798813] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2025-12-15T20:26:55.799106] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-15T20:26:55.799233] [INFO ] [sig       ] MITK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:55.939081] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MITK.txt
[2025-12-15T20:26:55.939214] [INFO ] [sig       ] [2084/3591] Completed MITK in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-15T20:26:55.939253] [INFO ] [sig       ] [2085/3591] Forecasting MIY...
[2025-12-15T20:26:55.939281] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-15T20:26:55.939311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-15T20:26:55.950211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-15T20:26:55.950525] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-15T20:26:55.951323] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-15T20:26:55.951373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:55.951404] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:55.951432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:55.951488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:56.006708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:56.007388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:56.007465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:56.007498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:56.128143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:56.128292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:56.128332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:56.128361] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:56.134745] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-15T20:26:56.135048] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-15T20:26:56.135181] [INFO ] [sig       ] MIY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:56.276635] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MIY.txt
[2025-12-15T20:26:56.276769] [INFO ] [sig       ] [2085/3591] Completed MIY in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-15T20:26:56.276810] [INFO ] [sig       ] [2086/3591] Forecasting MKC...
[2025-12-15T20:26:56.276840] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-15T20:26:56.276872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-15T20:26:56.287663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-15T20:26:56.287991] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-15T20:26:56.288884] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-15T20:26:56.289004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:56.289052] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:56.289085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:56.289166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:56.345174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:56.345811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:56.345888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:56.345922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:56.462783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:56.462937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:56.462976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:56.463005] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:56.466473] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=73.18%)
[2025-12-15T20:26:56.466767] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-15T20:26:56.466893] [INFO ] [sig       ] MKC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:56.610502] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MKC.txt
[2025-12-15T20:26:56.610649] [INFO ] [sig       ] [2086/3591] Completed MKC in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-15T20:26:56.610692] [INFO ] [sig       ] [2087/3591] Forecasting MKL...
[2025-12-15T20:26:56.610724] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-15T20:26:56.610754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-15T20:26:56.621908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-15T20:26:56.622218] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-15T20:26:56.622997] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-15T20:26:56.623048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:56.623081] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:56.623107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:56.623164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:56.679547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:56.680336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:56.680415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:56.680447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:56.794170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:56.794310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:56.794349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:56.794377] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:56.797647] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-15T20:26:56.797909] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-15T20:26:56.798030] [INFO ] [sig       ] MKL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:56.936058] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MKL.txt
[2025-12-15T20:26:56.936207] [INFO ] [sig       ] [2087/3591] Completed MKL in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-15T20:26:56.936246] [INFO ] [sig       ] [2088/3591] Forecasting MKSI...
[2025-12-15T20:26:56.936276] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-15T20:26:56.936306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-15T20:26:56.947051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-15T20:26:56.947400] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-15T20:26:56.948159] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-15T20:26:56.948210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:56.948256] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:56.948283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:56.948339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:57.003239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:57.004086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:57.004169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:57.004201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:57.126988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:57.127149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:57.127187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:57.127216] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:57.130566] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-15T20:26:57.130859] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-15T20:26:57.130994] [INFO ] [sig       ] MKSI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:57.272132] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MKSI.txt
[2025-12-15T20:26:57.272283] [INFO ] [sig       ] [2088/3591] Completed MKSI in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:26:57.272323] [INFO ] [sig       ] [2089/3591] Forecasting MKTX...
[2025-12-15T20:26:57.272354] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-15T20:26:57.272384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-15T20:26:57.283828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-15T20:26:57.284153] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-15T20:26:57.284940] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-15T20:26:57.284999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:57.285038] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:57.285071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:57.285139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:57.341791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:57.342663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:57.342745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:57.342779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:57.459194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:57.459350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:57.459391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:57.459418] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:57.462766] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=18.09%)
[2025-12-15T20:26:57.463036] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-15T20:26:57.463155] [INFO ] [sig       ] MKTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:57.600253] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MKTX.txt
[2025-12-15T20:26:57.600379] [INFO ] [sig       ] [2089/3591] Completed MKTX in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:26:57.600419] [INFO ] [sig       ] [2090/3591] Forecasting MLAB...
[2025-12-15T20:26:57.600448] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-15T20:26:57.600477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-15T20:26:57.611268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-15T20:26:57.611636] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-15T20:26:57.612418] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-15T20:26:57.612469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:57.612500] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:57.612526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:57.612602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:57.668297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:57.669019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:57.669117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:57.669156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:57.789986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:57.790169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:57.790208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:57.790236] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:57.793610] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-15T20:26:57.793888] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-15T20:26:57.794016] [INFO ] [sig       ] MLAB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:57.931085] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MLAB.txt
[2025-12-15T20:26:57.931221] [INFO ] [sig       ] [2090/3591] Completed MLAB in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:26:57.931261] [INFO ] [sig       ] [2091/3591] Forecasting MLCO...
[2025-12-15T20:26:57.931290] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-15T20:26:57.931319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-15T20:26:57.943210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-15T20:26:57.943638] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-15T20:26:57.944430] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-15T20:26:57.944482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:57.944514] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:57.944540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:57.944612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:58.000983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:58.001849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:58.001932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:58.001964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:58.122402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:58.122553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:58.122610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:58.122643] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:58.126217] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=88.88%)
[2025-12-15T20:26:58.126493] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-15T20:26:58.126653] [INFO ] [sig       ] MLCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:58.265997] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MLCO.txt
[2025-12-15T20:26:58.266129] [INFO ] [sig       ] [2091/3591] Completed MLCO in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:26:58.266186] [INFO ] [sig       ] [2092/3591] Forecasting MLGO...
[2025-12-15T20:26:58.266218] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-15T20:26:58.266247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-15T20:26:58.276449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-15T20:26:58.276809] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-15T20:26:58.277559] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-15T20:26:58.277631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:58.277662] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:58.277689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:58.277745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:58.335005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:58.335724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:58.335804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:58.335837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:58.454474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:58.454642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:58.454683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:58.454713] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:58.458112] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2025-12-15T20:26:58.458382] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-15T20:26:58.458504] [INFO ] [sig       ] MLGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:26:58.606998] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MLGO.txt
[2025-12-15T20:26:58.607154] [INFO ] [sig       ] [2092/3591] Completed MLGO in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:26:58.607195] [INFO ] [sig       ] [2093/3591] Forecasting MLI...
[2025-12-15T20:26:58.607226] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-15T20:26:58.607257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-15T20:26:58.618438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-15T20:26:58.618819] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-15T20:26:58.619652] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-15T20:26:58.619703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:58.619736] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:58.619764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:58.619821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:58.680882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:58.681717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:58.681825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:58.681860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:58.803377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:58.803527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:58.803566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:58.803614] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:58.806916] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-15T20:26:58.807180] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-15T20:26:58.807317] [INFO ] [sig       ] MLI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:58.947548] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MLI.txt
[2025-12-15T20:26:58.947690] [INFO ] [sig       ] [2093/3591] Completed MLI in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:26:58.947728] [INFO ] [sig       ] [2094/3591] Forecasting MLKN...
[2025-12-15T20:26:58.947758] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-15T20:26:58.947789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-15T20:26:58.958736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-15T20:26:58.959073] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-15T20:26:58.959842] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-15T20:26:58.959892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:58.959923] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:58.959950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:58.960005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:59.015032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:59.015627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:59.015703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:59.015735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:59.135256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:59.135380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:59.135420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:59.135450] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:59.138846] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-12-15T20:26:59.139154] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-15T20:26:59.139279] [INFO ] [sig       ] MLKN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:59.284296] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MLKN.txt
[2025-12-15T20:26:59.284454] [INFO ] [sig       ] [2094/3591] Completed MLKN in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:26:59.284495] [INFO ] [sig       ] [2095/3591] Forecasting MLM...
[2025-12-15T20:26:59.284529] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-15T20:26:59.284560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-15T20:26:59.295633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-15T20:26:59.296024] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-15T20:26:59.296821] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-15T20:26:59.296874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:59.296906] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:59.296934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:59.297005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:59.353463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:59.354205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:59.354286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:59.354320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:59.475949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:59.476093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:59.476133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:59.476179] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:59.479555] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-12-15T20:26:59.479842] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-15T20:26:59.479966] [INFO ] [sig       ] MLM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:59.673227] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MLM.txt
[2025-12-15T20:26:59.673359] [INFO ] [sig       ] [2095/3591] Completed MLM in 0.4s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:26:59.673398] [INFO ] [sig       ] [2096/3591] Forecasting MLP...
[2025-12-15T20:26:59.673427] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-15T20:26:59.673458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-15T20:26:59.683831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-15T20:26:59.684160] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-15T20:26:59.684945] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-15T20:26:59.684996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:26:59.685029] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:26:59.685056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:26:59.685113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:26:59.742858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:26:59.743674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:26:59.743755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:26:59.743789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:26:59.844907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:26:59.845049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:26:59.845088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:26:59.845120] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:26:59.848375] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-12-15T20:26:59.848654] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-15T20:26:59.848775] [INFO ] [sig       ] MLP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:26:59.991046] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MLP.txt
[2025-12-15T20:26:59.991221] [INFO ] [sig       ] [2096/3591] Completed MLP in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:26:59.991262] [INFO ] [sig       ] [2097/3591] Forecasting MLTX...
[2025-12-15T20:26:59.991293] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-15T20:26:59.991325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-15T20:27:00.002005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-15T20:27:00.002367] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-15T20:27:00.003139] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-15T20:27:00.003189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:00.003220] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:00.003247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:00.003302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:00.057527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:00.058231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:00.058327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:00.058359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:00.174306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:00.174458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:00.174497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:00.174526] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:00.177865] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2025-12-15T20:27:00.178159] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-15T20:27:00.178283] [INFO ] [sig       ] MLTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:00.320608] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MLTX.txt
[2025-12-15T20:27:00.320747] [INFO ] [sig       ] [2097/3591] Completed MLTX in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:27:00.320788] [INFO ] [sig       ] [2098/3591] Forecasting MLYS...
[2025-12-15T20:27:00.320819] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-15T20:27:00.320850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-15T20:27:00.332895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-15T20:27:00.333300] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-15T20:27:00.334111] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-15T20:27:00.334165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:00.334197] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:00.334223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:00.334278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:00.390127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:00.391013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:00.391108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:00.391140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:00.503701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:00.503823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:00.503863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:00.503892] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:00.507421] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=69.49%)
[2025-12-15T20:27:00.507788] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-15T20:27:00.507935] [INFO ] [sig       ] MLYS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:00.651601] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MLYS.txt
[2025-12-15T20:27:00.651769] [INFO ] [sig       ] [2098/3591] Completed MLYS in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:27:00.651811] [INFO ] [sig       ] [2099/3591] Forecasting MMC...
[2025-12-15T20:27:00.651840] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-15T20:27:00.651870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-15T20:27:00.666716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-15T20:27:00.667150] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-15T20:27:00.667993] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-15T20:27:00.668047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:00.668081] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:00.668126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:00.668185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:00.726913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:00.727839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:00.727937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:00.727970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:00.853124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:00.853287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:00.853327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:00.853357] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:00.856941] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=39.88%)
[2025-12-15T20:27:00.857287] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-15T20:27:00.857427] [INFO ] [sig       ] MMC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:01.000468] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MMC.txt
[2025-12-15T20:27:01.000650] [INFO ] [sig       ] [2099/3591] Completed MMC in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:27:01.000694] [INFO ] [sig       ] [2100/3591] Forecasting MMD...
[2025-12-15T20:27:01.000723] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-15T20:27:01.000752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-15T20:27:01.011771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-15T20:27:01.012175] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-15T20:27:01.012944] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-15T20:27:01.012995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:01.013055] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:01.013083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:01.013140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:01.070258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:01.071149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:01.071239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:01.071272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:01.190457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:01.190638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:01.190683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:01.190712] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:01.194193] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-12-15T20:27:01.194493] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-15T20:27:01.194652] [INFO ] [sig       ] MMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:01.340221] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MMD.txt
[2025-12-15T20:27:01.340371] [INFO ] [sig       ] [2100/3591] Completed MMD in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:27:01.340412] [INFO ] [sig       ] [2101/3591] Forecasting MMLP...
[2025-12-15T20:27:01.340442] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-15T20:27:01.340472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-15T20:27:01.350843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-15T20:27:01.351269] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-15T20:27:01.352634] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-15T20:27:01.352697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:01.352728] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:01.352754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:01.352810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:01.408238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:01.409097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:01.409193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:01.409225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:01.519216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:01.519384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:01.519426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:01.519454] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:01.522784] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2025-12-15T20:27:01.523061] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-15T20:27:01.523191] [INFO ] [sig       ] MMLP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:01.681452] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MMLP.txt
[2025-12-15T20:27:01.681632] [INFO ] [sig       ] [2101/3591] Completed MMLP in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-15T20:27:01.681679] [INFO ] [sig       ] [2102/3591] Forecasting MMS...
[2025-12-15T20:27:01.681711] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-15T20:27:01.681743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-15T20:27:01.696090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-15T20:27:01.696520] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-15T20:27:01.697403] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-15T20:27:01.697462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:01.697497] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:01.697524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:01.697599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:01.759954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:01.760879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:01.760964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:01.760996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:01.890491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:01.890666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:01.890708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:01.890736] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:01.894446] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-15T20:27:01.894813] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-15T20:27:01.894971] [INFO ] [sig       ] MMS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:02.038523] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MMS.txt
[2025-12-15T20:27:02.038712] [INFO ] [sig       ] [2102/3591] Completed MMS in 0.4s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-15T20:27:02.038757] [INFO ] [sig       ] [2103/3591] Forecasting MMSI...
[2025-12-15T20:27:02.038786] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-15T20:27:02.038850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-15T20:27:02.050326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-15T20:27:02.050783] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-15T20:27:02.051635] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-15T20:27:02.051688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:02.051720] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:02.051747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:02.051804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:02.109707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:02.110590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:02.110693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:02.110730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:02.231883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:02.232049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:02.232087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:02.232150] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:02.235560] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=56.05%)
[2025-12-15T20:27:02.235890] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-15T20:27:02.236021] [INFO ] [sig       ] MMSI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:02.381446] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MMSI.txt
[2025-12-15T20:27:02.381628] [INFO ] [sig       ] [2103/3591] Completed MMSI in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-15T20:27:02.381672] [INFO ] [sig       ] [2104/3591] Forecasting MNDO...
[2025-12-15T20:27:02.381702] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-15T20:27:02.381732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-15T20:27:02.392867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-15T20:27:02.393256] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-15T20:27:02.394022] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-15T20:27:02.394074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:02.394105] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:02.394132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:02.394187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:02.450773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:02.451615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:02.451704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:02.451737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:02.563823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:02.563987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:02.564026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:02.564057] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:02.567716] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-15T20:27:02.568094] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-15T20:27:02.568238] [INFO ] [sig       ] MNDO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:02.711608] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MNDO.txt
[2025-12-15T20:27:02.711774] [INFO ] [sig       ] [2104/3591] Completed MNDO in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-15T20:27:02.711816] [INFO ] [sig       ] [2105/3591] Forecasting MNDY...
[2025-12-15T20:27:02.711846] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-15T20:27:02.711878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-15T20:27:02.723329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-15T20:27:02.723710] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-15T20:27:02.724496] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-15T20:27:02.724549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:02.724598] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:02.724627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:02.724683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:02.779844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:02.780520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:02.780617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:02.780651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:02.900552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:02.900718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:02.900756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:02.900785] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:02.904083] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-15T20:27:02.904353] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-15T20:27:02.904474] [INFO ] [sig       ] MNDY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:03.041023] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MNDY.txt
[2025-12-15T20:27:03.041149] [INFO ] [sig       ] [2105/3591] Completed MNDY in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-15T20:27:03.041188] [INFO ] [sig       ] [2106/3591] Forecasting MNKD...
[2025-12-15T20:27:03.041218] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-15T20:27:03.041247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-15T20:27:03.052823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-15T20:27:03.053273] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-15T20:27:03.054126] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-15T20:27:03.054181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:03.054215] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:03.054243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:03.054300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:03.111823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:03.112783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:03.112879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:03.112913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:03.236533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:03.236715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:03.236756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:03.236804] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:03.240262] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=8.83%)
[2025-12-15T20:27:03.240604] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-15T20:27:03.240744] [INFO ] [sig       ] MNKD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:03.388312] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MNKD.txt
[2025-12-15T20:27:03.388470] [INFO ] [sig       ] [2106/3591] Completed MNKD in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:03.388512] [INFO ] [sig       ] [2107/3591] Forecasting MNMD...
[2025-12-15T20:27:03.388541] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-15T20:27:03.388589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-15T20:27:03.399741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-15T20:27:03.400083] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-15T20:27:03.401143] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-15T20:27:03.401206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:03.401244] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:03.401270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:03.401325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:03.456567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:03.457256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:03.457335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:03.457367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:03.574295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:03.574454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:03.574493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:03.574521] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:03.577864] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-15T20:27:03.578135] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-15T20:27:03.578276] [INFO ] [sig       ] MNMD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:03.716705] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MNMD.txt
[2025-12-15T20:27:03.716839] [INFO ] [sig       ] [2107/3591] Completed MNMD in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:03.716878] [INFO ] [sig       ] [2108/3591] Forecasting MNRO...
[2025-12-15T20:27:03.716908] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-15T20:27:03.716937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-15T20:27:03.728027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-15T20:27:03.728337] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-15T20:27:03.729116] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-15T20:27:03.729170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:03.729203] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:03.729233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:03.729288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:03.785303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:03.785926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:03.786002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:03.786040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:03.906391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:03.906553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:03.906612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:03.906642] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:03.909919] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=42.37%)
[2025-12-15T20:27:03.910188] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-15T20:27:03.910309] [INFO ] [sig       ] MNRO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:04.049478] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MNRO.txt
[2025-12-15T20:27:04.049630] [INFO ] [sig       ] [2108/3591] Completed MNRO in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:04.049674] [INFO ] [sig       ] [2109/3591] Forecasting MNSO...
[2025-12-15T20:27:04.049707] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-15T20:27:04.049736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-15T20:27:04.060903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-15T20:27:04.061246] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-15T20:27:04.062000] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-15T20:27:04.062051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:04.062083] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:04.062110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:04.062165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:04.118189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:04.118820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:04.118896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:04.118928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:04.243056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:04.243215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:04.243257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:04.243287] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:04.246860] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-15T20:27:04.247141] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-15T20:27:04.247307] [INFO ] [sig       ] MNSO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:04.400231] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MNSO.txt
[2025-12-15T20:27:04.400440] [INFO ] [sig       ] [2109/3591] Completed MNSO in 0.4s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:04.400507] [INFO ] [sig       ] [2110/3591] Forecasting MNTK...
[2025-12-15T20:27:04.400563] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-15T20:27:04.400642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-15T20:27:04.415690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-15T20:27:04.416194] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-15T20:27:04.417278] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-15T20:27:04.417356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:04.417396] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:04.417433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:04.417530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:04.484942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:04.485859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:04.485989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:04.486025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:04.625074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:04.625269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:04.625314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:04.625346] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:04.629814] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=34.75%)
[2025-12-15T20:27:04.630242] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-15T20:27:04.630401] [INFO ] [sig       ] MNTK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:04.810151] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MNTK.txt
[2025-12-15T20:27:04.810395] [INFO ] [sig       ] [2110/3591] Completed MNTK in 0.4s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:04.810460] [INFO ] [sig       ] [2111/3591] Forecasting MNY...
[2025-12-15T20:27:04.810508] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-15T20:27:04.810558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-15T20:27:04.823372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-15T20:27:04.823872] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-15T20:27:04.824787] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-15T20:27:04.824859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:04.824893] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:04.824921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:04.824978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:04.911701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:04.912909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:04.913057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:04.913116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:05.072786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:05.072986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:05.073047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:05.073087] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:05.078511] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-12-15T20:27:05.079144] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-15T20:27:05.079362] [INFO ] [sig       ] MNY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:05.299143] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MNY.txt
[2025-12-15T20:27:05.299375] [INFO ] [sig       ] [2111/3591] Completed MNY in 0.5s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:05.299448] [INFO ] [sig       ] [2112/3591] Forecasting MOD...
[2025-12-15T20:27:05.299501] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-15T20:27:05.299553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-15T20:27:05.315826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-15T20:27:05.316350] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-15T20:27:05.317522] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-15T20:27:05.317647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:05.317700] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:05.317742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:05.317830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:05.400265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:05.401372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:05.401482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:05.401522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:05.565927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:05.566102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:05.566148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:05.566181] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:05.569837] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-15T20:27:05.570209] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-15T20:27:05.570372] [INFO ] [sig       ] MOD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:05.773273] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MOD.txt
[2025-12-15T20:27:05.773430] [INFO ] [sig       ] [2112/3591] Completed MOD in 0.5s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:05.773474] [INFO ] [sig       ] [2113/3591] Forecasting MODG...
[2025-12-15T20:27:05.773504] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-15T20:27:05.773533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-15T20:27:05.784649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-15T20:27:05.784991] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-15T20:27:05.785770] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-15T20:27:05.785821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:05.785853] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:05.785879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:05.785935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:05.842841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:05.843684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:05.843764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:05.843796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:05.962388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:05.962537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:05.962594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:05.962625] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:05.965879] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-15T20:27:05.966144] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-15T20:27:05.966262] [INFO ] [sig       ] MODG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:06.103930] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MODG.txt
[2025-12-15T20:27:06.104096] [INFO ] [sig       ] [2113/3591] Completed MODG in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:06.104137] [INFO ] [sig       ] [2114/3591] Forecasting MODL...
[2025-12-15T20:27:06.104169] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-15T20:27:06.104205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-15T20:27:06.114839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-15T20:27:06.115191] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-15T20:27:06.115963] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-15T20:27:06.116014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:06.116045] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:06.116072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:06.116128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:06.173369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:06.174297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:06.174381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:06.174416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:06.305406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:06.305559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:06.305616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:06.305646] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:06.309015] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2025-12-15T20:27:06.309293] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-15T20:27:06.309423] [INFO ] [sig       ] MODL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:06.446133] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MODL.txt
[2025-12-15T20:27:06.446265] [INFO ] [sig       ] [2114/3591] Completed MODL in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:06.446304] [INFO ] [sig       ] [2115/3591] Forecasting MOFG...
[2025-12-15T20:27:06.446332] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-15T20:27:06.446362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-15T20:27:06.457548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-15T20:27:06.457912] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-15T20:27:06.458737] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-15T20:27:06.458791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:06.458825] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:06.458853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:06.458910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:06.516465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:06.517241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:06.517326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:06.517361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:06.635231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:06.635404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:06.635455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:06.635493] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:06.639820] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=61.58%)
[2025-12-15T20:27:06.640198] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-15T20:27:06.640366] [INFO ] [sig       ] MOFG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:06.775747] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MOFG.txt
[2025-12-15T20:27:06.775896] [INFO ] [sig       ] [2115/3591] Completed MOFG in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:06.775939] [INFO ] [sig       ] [2116/3591] Forecasting MOGO...
[2025-12-15T20:27:06.775969] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-15T20:27:06.775998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-15T20:27:06.787491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-15T20:27:06.787905] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-15T20:27:06.788747] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-15T20:27:06.788799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:06.788831] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:06.788858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:06.788915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:06.849774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:06.850553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:06.850657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:06.850702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:06.976454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:06.976619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:06.976661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:06.976690] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:06.980365] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-12-15T20:27:06.980669] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-15T20:27:06.980797] [INFO ] [sig       ] MOGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:07.130043] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MOGO.txt
[2025-12-15T20:27:07.130199] [INFO ] [sig       ] [2116/3591] Completed MOGO in 0.4s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:07.130248] [INFO ] [sig       ] [2117/3591] Forecasting MOH...
[2025-12-15T20:27:07.130286] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-15T20:27:07.130321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-15T20:27:07.141760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-15T20:27:07.142165] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-15T20:27:07.143009] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-15T20:27:07.143062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:07.143121] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:07.143155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:07.143253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:07.200718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:07.201598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:07.201683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:07.201716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:07.321694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:07.321878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:07.321918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:07.321946] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:07.325286] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-12-15T20:27:07.325599] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-15T20:27:07.325726] [INFO ] [sig       ] MOH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:07.461759] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MOH.txt
[2025-12-15T20:27:07.461911] [INFO ] [sig       ] [2117/3591] Completed MOH in 0.3s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-15T20:27:07.461951] [INFO ] [sig       ] [2118/3591] Forecasting MOMO...
[2025-12-15T20:27:07.461980] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-15T20:27:07.462009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-15T20:27:07.472846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-15T20:27:07.473222] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-15T20:27:07.474043] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-15T20:27:07.474095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:07.474128] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:07.474154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:07.474212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:07.528984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:07.529704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:07.529782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:07.529815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:07.647776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:07.647942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:07.647990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:07.648019] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:07.651879] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-15T20:27:07.652173] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-15T20:27:07.652309] [INFO ] [sig       ] MOMO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:07.803625] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MOMO.txt
[2025-12-15T20:27:07.803788] [INFO ] [sig       ] [2118/3591] Completed MOMO in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-15T20:27:07.803829] [INFO ] [sig       ] [2119/3591] Forecasting MORN...
[2025-12-15T20:27:07.803859] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-15T20:27:07.803889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-15T20:27:07.815893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-15T20:27:07.816308] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-15T20:27:07.817165] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-15T20:27:07.817231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:07.817272] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:07.817306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:07.817366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:07.879321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:07.880230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:07.880332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:07.880384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:08.011435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:08.011649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:08.011695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:08.011725] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:08.015462] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2025-12-15T20:27:08.015771] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-15T20:27:08.015903] [INFO ] [sig       ] MORN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:08.164498] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MORN.txt
[2025-12-15T20:27:08.164670] [INFO ] [sig       ] [2119/3591] Completed MORN in 0.4s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-15T20:27:08.164721] [INFO ] [sig       ] [2120/3591] Forecasting MOS...
[2025-12-15T20:27:08.164760] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-15T20:27:08.164794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-15T20:27:08.176686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-15T20:27:08.177080] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-15T20:27:08.177971] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-15T20:27:08.178024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:08.178057] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:08.178083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:08.178138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:08.233777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:08.234602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:08.234689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:08.234723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:08.371820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:08.372004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:08.372066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:08.372186] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:08.376968] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=66.35%)
[2025-12-15T20:27:08.377427] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-15T20:27:08.377650] [INFO ] [sig       ] MOS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:08.557679] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MOS.txt
[2025-12-15T20:27:08.557849] [INFO ] [sig       ] [2120/3591] Completed MOS in 0.4s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-15T20:27:08.557889] [INFO ] [sig       ] [2121/3591] Forecasting MP...
[2025-12-15T20:27:08.557920] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-15T20:27:08.557950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-15T20:27:08.571783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-15T20:27:08.572196] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-15T20:27:08.573164] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-15T20:27:08.573224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:08.573259] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:08.573286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:08.573343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:08.637922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:08.638833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:08.638931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:08.638992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:08.764635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:08.764788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:08.764829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:08.764858] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:08.768369] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-15T20:27:08.768664] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-15T20:27:08.768791] [INFO ] [sig       ] MP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:08.919979] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MP.txt
[2025-12-15T20:27:08.920154] [INFO ] [sig       ] [2121/3591] Completed MP in 0.4s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-15T20:27:08.920205] [INFO ] [sig       ] [2122/3591] Forecasting MPA...
[2025-12-15T20:27:08.920243] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-15T20:27:08.920279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-15T20:27:08.933251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-15T20:27:08.933657] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-15T20:27:08.934436] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-15T20:27:08.934489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:08.934520] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:08.934545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:08.934619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:08.998194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:08.999147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:08.999253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:08.999288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:09.114391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:09.114565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:09.114629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:09.114660] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:09.118202] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-15T20:27:09.118484] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-15T20:27:09.118635] [INFO ] [sig       ] MPA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:09.266137] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MPA.txt
[2025-12-15T20:27:09.266294] [INFO ] [sig       ] [2122/3591] Completed MPA in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-15T20:27:09.266345] [INFO ] [sig       ] [2123/3591] Forecasting MPAA...
[2025-12-15T20:27:09.266379] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-15T20:27:09.266411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-15T20:27:09.278749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-15T20:27:09.279229] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-15T20:27:09.280036] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-15T20:27:09.280088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:09.280137] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:09.280164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:09.280220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:09.338454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:09.339392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:09.339484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:09.339517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:09.471540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:09.471720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:09.471759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:09.471788] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:09.475283] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=31.81%)
[2025-12-15T20:27:09.475657] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-15T20:27:09.475797] [INFO ] [sig       ] MPAA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:09.613967] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MPAA.txt
[2025-12-15T20:27:09.614097] [INFO ] [sig       ] [2123/3591] Completed MPAA in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-15T20:27:09.614136] [INFO ] [sig       ] [2124/3591] Forecasting MPB...
[2025-12-15T20:27:09.614165] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-15T20:27:09.614194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-15T20:27:09.628500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-15T20:27:09.629117] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-15T20:27:09.630089] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-15T20:27:09.630146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:09.630181] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:09.630209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:09.630270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:09.690262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:09.691379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:09.691480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:09.691516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:09.815981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:09.816242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:09.816296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:09.816327] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:09.820399] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=32.38%)
[2025-12-15T20:27:09.820742] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-15T20:27:09.820881] [INFO ] [sig       ] MPB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:09.962261] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MPB.txt
[2025-12-15T20:27:09.962450] [INFO ] [sig       ] [2124/3591] Completed MPB in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:09.962494] [INFO ] [sig       ] [2125/3591] Forecasting MPC...
[2025-12-15T20:27:09.962525] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-15T20:27:09.962556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-15T20:27:09.974697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-15T20:27:09.975093] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-15T20:27:09.975924] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-15T20:27:09.975975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:09.976006] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:09.976033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:09.976090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:10.030563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:10.031186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:10.031271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:10.031303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:10.148930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:10.149076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:10.149114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:10.149141] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:10.152395] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-15T20:27:10.152689] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-15T20:27:10.152815] [INFO ] [sig       ] MPC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:10.290396] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MPC.txt
[2025-12-15T20:27:10.290548] [INFO ] [sig       ] [2125/3591] Completed MPC in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:10.290604] [INFO ] [sig       ] [2126/3591] Forecasting MPX...
[2025-12-15T20:27:10.290637] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-15T20:27:10.290665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-15T20:27:10.302248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-15T20:27:10.302720] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-15T20:27:10.303507] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-15T20:27:10.303559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:10.303608] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:10.303635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:10.303690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:10.358000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:10.359000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:10.359085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:10.359118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:10.470399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:10.470595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:10.470637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:10.470664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:10.474096] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-12-15T20:27:10.474406] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-15T20:27:10.474533] [INFO ] [sig       ] MPX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:10.614266] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MPX.txt
[2025-12-15T20:27:10.614439] [INFO ] [sig       ] [2126/3591] Completed MPX in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:10.614481] [INFO ] [sig       ] [2127/3591] Forecasting MQ...
[2025-12-15T20:27:10.614541] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-15T20:27:10.614589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-15T20:27:10.626685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-15T20:27:10.627119] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-15T20:27:10.628023] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-15T20:27:10.628078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:10.628108] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:10.628136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:10.628191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:10.684395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:10.685344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:10.685438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:10.685503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:10.804156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:10.804316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:10.804356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:10.804385] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:10.807711] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=42.62%)
[2025-12-15T20:27:10.807982] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-15T20:27:10.808106] [INFO ] [sig       ] MQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:10.946258] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MQ.txt
[2025-12-15T20:27:10.946471] [INFO ] [sig       ] [2127/3591] Completed MQ in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:10.946516] [INFO ] [sig       ] [2128/3591] Forecasting MQY...
[2025-12-15T20:27:10.946547] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-15T20:27:10.946595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-15T20:27:10.960478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-15T20:27:10.961120] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-15T20:27:10.962088] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-15T20:27:10.962144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:10.962179] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:10.962208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:10.962269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:11.024044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:11.025197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:11.025298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:11.025332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:11.148588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:11.148809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:11.148857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:11.148887] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:11.152606] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=34.20%)
[2025-12-15T20:27:11.152904] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-15T20:27:11.153035] [INFO ] [sig       ] MQY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:11.297156] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MQY.txt
[2025-12-15T20:27:11.297332] [INFO ] [sig       ] [2128/3591] Completed MQY in 0.4s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:11.297374] [INFO ] [sig       ] [2129/3591] Forecasting MRAM...
[2025-12-15T20:27:11.297406] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-15T20:27:11.297437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-15T20:27:11.309063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-15T20:27:11.309374] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-15T20:27:11.310204] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-15T20:27:11.310257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:11.310288] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:11.310315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:11.310371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:11.367222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:11.367887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:11.367968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:11.368002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:11.484114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:11.484278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:11.484320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:11.484348] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:11.488041] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=46.69%)
[2025-12-15T20:27:11.488310] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-15T20:27:11.488430] [INFO ] [sig       ] MRAM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:11.628630] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MRAM.txt
[2025-12-15T20:27:11.628769] [INFO ] [sig       ] [2129/3591] Completed MRAM in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:11.628808] [INFO ] [sig       ] [2130/3591] Forecasting MRBK...
[2025-12-15T20:27:11.628838] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-15T20:27:11.628867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-15T20:27:11.640312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-15T20:27:11.640729] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-15T20:27:11.641477] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-15T20:27:11.641528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:11.641558] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:11.641607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:11.641665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:11.697052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:11.697918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:11.697996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:11.698028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:11.821910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:11.822070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:11.822109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:11.822155] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:11.825540] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-15T20:27:11.825828] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-15T20:27:11.825952] [INFO ] [sig       ] MRBK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:11.966236] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MRBK.txt
[2025-12-15T20:27:11.966382] [INFO ] [sig       ] [2130/3591] Completed MRBK in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:11.966422] [INFO ] [sig       ] [2131/3591] Forecasting MRCC...
[2025-12-15T20:27:11.966451] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-15T20:27:11.966481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-15T20:27:11.977258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-15T20:27:11.977619] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-15T20:27:11.978377] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-15T20:27:11.978438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:11.978476] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:11.978504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:11.978559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:12.034293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:12.034968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:12.035043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:12.035075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:12.160367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:12.160519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:12.160556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:12.160604] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:12.163862] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: UP (p=62.79%)
[2025-12-15T20:27:12.164122] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-15T20:27:12.164242] [INFO ] [sig       ] MRCC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:12.303863] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MRCC.txt
[2025-12-15T20:27:12.303995] [INFO ] [sig       ] [2131/3591] Completed MRCC in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:12.304044] [INFO ] [sig       ] [2132/3591] Forecasting MRCY...
[2025-12-15T20:27:12.304074] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-15T20:27:12.304104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-15T20:27:12.314670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-15T20:27:12.314998] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-15T20:27:12.315752] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-15T20:27:12.315804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:12.315836] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:12.315863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:12.315920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:12.370705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:12.371291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:12.371376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:12.371431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:12.495683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:12.495850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:12.495890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:12.495918] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:12.499262] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-15T20:27:12.499560] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-15T20:27:12.499699] [INFO ] [sig       ] MRCY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:12.638787] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MRCY.txt
[2025-12-15T20:27:12.638945] [INFO ] [sig       ] [2132/3591] Completed MRCY in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:12.639003] [INFO ] [sig       ] [2133/3591] Forecasting MREO...
[2025-12-15T20:27:12.639035] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-15T20:27:12.639064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-15T20:27:12.650598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-15T20:27:12.650972] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-15T20:27:12.651780] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-15T20:27:12.651830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:12.651862] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:12.651888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:12.651944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:12.708052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:12.708892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:12.709002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:12.709039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:12.827945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:12.828113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:12.828153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:12.828183] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:12.831669] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-15T20:27:12.831946] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-15T20:27:12.832071] [INFO ] [sig       ] MREO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:12.974658] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MREO.txt
[2025-12-15T20:27:12.974813] [INFO ] [sig       ] [2133/3591] Completed MREO in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:12.974854] [INFO ] [sig       ] [2134/3591] Forecasting MRK...
[2025-12-15T20:27:12.974886] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-15T20:27:12.974916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-15T20:27:12.986475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-15T20:27:12.986883] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-15T20:27:12.987644] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-15T20:27:12.987695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:12.987754] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:12.987796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:12.987853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:13.047825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:13.048744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:13.048825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:13.048858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:13.175206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:13.175367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:13.175407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:13.175434] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:13.178822] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=59.20%)
[2025-12-15T20:27:13.179130] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-15T20:27:13.179261] [INFO ] [sig       ] MRK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:13.321508] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MRK.txt
[2025-12-15T20:27:13.321656] [INFO ] [sig       ] [2134/3591] Completed MRK in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:13.321698] [INFO ] [sig       ] [2135/3591] Forecasting MRM...
[2025-12-15T20:27:13.321727] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-15T20:27:13.321756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-15T20:27:13.333238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-15T20:27:13.333586] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-15T20:27:13.334319] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-15T20:27:13.334369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:13.334400] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:13.334426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:13.334482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:13.391665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:13.392278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:13.392354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:13.392388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:13.511380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:13.511535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:13.511590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:13.511621] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:13.514963] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-15T20:27:13.515228] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-15T20:27:13.515347] [INFO ] [sig       ] MRM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:13.655913] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MRM.txt
[2025-12-15T20:27:13.656030] [INFO ] [sig       ] [2135/3591] Completed MRM in 0.3s | 2.93 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-15T20:27:13.656068] [INFO ] [sig       ] [2136/3591] Forecasting MRNA...
[2025-12-15T20:27:13.656097] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-15T20:27:13.656126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-15T20:27:13.667430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-15T20:27:13.667835] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-15T20:27:13.668648] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-15T20:27:13.668701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:13.668735] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:13.668761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:13.668818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:13.731322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:13.732367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:13.732496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:13.732531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:13.854154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:13.854324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:13.854373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:13.854407] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:13.857818] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-15T20:27:13.858093] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-15T20:27:13.858225] [INFO ] [sig       ] MRNA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:14.001077] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MRNA.txt
[2025-12-15T20:27:14.001229] [INFO ] [sig       ] [2136/3591] Completed MRNA in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-15T20:27:14.001283] [INFO ] [sig       ] [2137/3591] Forecasting MRSN...
[2025-12-15T20:27:14.001315] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-15T20:27:14.001346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-15T20:27:14.012731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-15T20:27:14.013137] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-15T20:27:14.013931] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-15T20:27:14.013983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:14.014013] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:14.014040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:14.014097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:14.071969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:14.072832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:14.072916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:14.072949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:14.194587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:14.194742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:14.194779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:14.194842] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:14.198212] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-12-15T20:27:14.198530] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-15T20:27:14.198679] [INFO ] [sig       ] MRSN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:14.346044] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MRSN.txt
[2025-12-15T20:27:14.346206] [INFO ] [sig       ] [2137/3591] Completed MRSN in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-15T20:27:14.346246] [INFO ] [sig       ] [2138/3591] Forecasting MRTN...
[2025-12-15T20:27:14.346277] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-15T20:27:14.346317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-15T20:27:14.360654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-15T20:27:14.361096] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-15T20:27:14.362061] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-15T20:27:14.362123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:14.362165] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:14.362201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:14.362277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:14.426032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:14.427075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:14.427172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:14.427217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:14.548093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:14.548266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:14.548313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:14.548345] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:14.551761] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-15T20:27:14.552037] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-15T20:27:14.552158] [INFO ] [sig       ] MRTN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:14.690369] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MRTN.txt
[2025-12-15T20:27:14.690504] [INFO ] [sig       ] [2138/3591] Completed MRTN in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-15T20:27:14.690544] [INFO ] [sig       ] [2139/3591] Forecasting MRUS...
[2025-12-15T20:27:14.690591] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-15T20:27:14.690624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-15T20:27:14.701877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-15T20:27:14.702257] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-15T20:27:14.703063] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-15T20:27:14.703114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:14.703146] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:14.703172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:14.703228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:14.758420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:14.759168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:14.759250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:14.759281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:14.875026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:14.875180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:14.875219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:14.875248] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:14.878567] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: DOWN (p=48.34%)
[2025-12-15T20:27:14.878851] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-15T20:27:14.878996] [INFO ] [sig       ] MRUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:15.020609] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MRUS.txt
[2025-12-15T20:27:15.020773] [INFO ] [sig       ] [2139/3591] Completed MRUS in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-15T20:27:15.020838] [INFO ] [sig       ] [2140/3591] Forecasting MRVI...
[2025-12-15T20:27:15.020872] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-15T20:27:15.020905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-15T20:27:15.031917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-15T20:27:15.032294] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-15T20:27:15.033134] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-15T20:27:15.033186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:15.033218] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:15.033246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:15.033303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:15.091784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:15.092676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:15.092764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:15.092798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:15.218468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:15.218655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:15.218695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:15.218724] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:15.222068] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-15T20:27:15.222348] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-15T20:27:15.222477] [INFO ] [sig       ] MRVI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:15.362381] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MRVI.txt
[2025-12-15T20:27:15.362548] [INFO ] [sig       ] [2140/3591] Completed MRVI in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-15T20:27:15.362607] [INFO ] [sig       ] [2141/3591] Forecasting MRVL...
[2025-12-15T20:27:15.362639] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-15T20:27:15.362669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-15T20:27:15.373927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-15T20:27:15.374375] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-15T20:27:15.375239] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-15T20:27:15.375292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:15.375326] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:15.375360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:15.375435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:15.434000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:15.434902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:15.434983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:15.435017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:15.556056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:15.556216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:15.556256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:15.556284] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:15.559693] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-12-15T20:27:15.559958] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-15T20:27:15.560082] [INFO ] [sig       ] MRVL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:15.702655] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MRVL.txt
[2025-12-15T20:27:15.702812] [INFO ] [sig       ] [2141/3591] Completed MRVL in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-15T20:27:15.702852] [INFO ] [sig       ] [2142/3591] Forecasting MRX...
[2025-12-15T20:27:15.702882] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-15T20:27:15.702913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-15T20:27:15.714290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-15T20:27:15.714696] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-15T20:27:15.715490] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-15T20:27:15.715542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:15.715597] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:15.715629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:15.715687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:15.773233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:15.774091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:15.774173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:15.774208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:15.894973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:15.895133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:15.895173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:15.895202] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:15.898609] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-15T20:27:15.898904] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-15T20:27:15.899059] [INFO ] [sig       ] MRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:16.036835] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MRX.txt
[2025-12-15T20:27:16.036985] [INFO ] [sig       ] [2142/3591] Completed MRX in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:16.037025] [INFO ] [sig       ] [2143/3591] Forecasting MS...
[2025-12-15T20:27:16.037053] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-15T20:27:16.037084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-15T20:27:16.050005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-15T20:27:16.050348] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-15T20:27:16.051108] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-15T20:27:16.051158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:16.051189] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:16.051215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:16.051271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:16.107288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:16.108016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:16.108104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:16.108137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:16.231694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:16.231850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:16.231888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:16.231916] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:16.235137] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-15T20:27:16.235398] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-15T20:27:16.235516] [INFO ] [sig       ] MS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:16.375064] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MS.txt
[2025-12-15T20:27:16.375220] [INFO ] [sig       ] [2143/3591] Completed MS in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:16.375259] [INFO ] [sig       ] [2144/3591] Forecasting MSA...
[2025-12-15T20:27:16.375289] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-15T20:27:16.375319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-15T20:27:16.387411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-15T20:27:16.387902] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-15T20:27:16.388761] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-15T20:27:16.388814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:16.388846] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:16.388873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:16.388930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:16.443902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:16.444636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:16.444762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:16.444808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:16.561099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:16.561254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:16.561297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:16.561326] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:16.564808] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=33.97%)
[2025-12-15T20:27:16.565088] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-15T20:27:16.565216] [INFO ] [sig       ] MSA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:16.704028] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MSA.txt
[2025-12-15T20:27:16.704171] [INFO ] [sig       ] [2144/3591] Completed MSA in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:16.704210] [INFO ] [sig       ] [2145/3591] Forecasting MSB...
[2025-12-15T20:27:16.704240] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-15T20:27:16.704270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-15T20:27:16.714664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-15T20:27:16.715024] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-15T20:27:16.715812] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-15T20:27:16.715863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:16.715894] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:16.715919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:16.715974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:16.770082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:16.770757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:16.770835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:16.770867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:16.889637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:16.889786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:16.889824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:16.889853] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:16.893140] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-12-15T20:27:16.893405] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-15T20:27:16.893531] [INFO ] [sig       ] MSB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:17.030861] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MSB.txt
[2025-12-15T20:27:17.030990] [INFO ] [sig       ] [2145/3591] Completed MSB in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:17.031028] [INFO ] [sig       ] [2146/3591] Forecasting MSBI...
[2025-12-15T20:27:17.031057] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-15T20:27:17.031088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-15T20:27:17.042083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-15T20:27:17.042418] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-15T20:27:17.043191] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-15T20:27:17.043241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:17.043272] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:17.043297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:17.043353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:17.098441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:17.099170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:17.099249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:17.099281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:17.223559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:17.223704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:17.223743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:17.223772] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:17.227197] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-12-15T20:27:17.227464] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-15T20:27:17.227609] [INFO ] [sig       ] MSBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:17.365164] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MSBI.txt
[2025-12-15T20:27:17.365298] [INFO ] [sig       ] [2146/3591] Completed MSBI in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:17.365338] [INFO ] [sig       ] [2147/3591] Forecasting MSCI...
[2025-12-15T20:27:17.365368] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-15T20:27:17.365398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-15T20:27:17.376105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-15T20:27:17.376442] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-15T20:27:17.377212] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-15T20:27:17.377278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:17.377310] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:17.377336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:17.377399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:17.432416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:17.433064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:17.433155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:17.433188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:17.552086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:17.552237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:17.552277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:17.552306] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:17.555543] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-15T20:27:17.555824] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-15T20:27:17.555944] [INFO ] [sig       ] MSCI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:17.692822] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MSCI.txt
[2025-12-15T20:27:17.692988] [INFO ] [sig       ] [2147/3591] Completed MSCI in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:17.693030] [INFO ] [sig       ] [2148/3591] Forecasting MSD...
[2025-12-15T20:27:17.693059] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-15T20:27:17.693088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-15T20:27:17.703655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-15T20:27:17.703977] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-15T20:27:17.704766] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-15T20:27:17.704815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:17.704847] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:17.704873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:17.704929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:17.760430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:17.761157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:17.761233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:17.761265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:17.877946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:17.878088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:17.878126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:17.878154] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:17.881377] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-15T20:27:17.881663] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-15T20:27:17.881787] [INFO ] [sig       ] MSD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:18.017118] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MSD.txt
[2025-12-15T20:27:18.017248] [INFO ] [sig       ] [2148/3591] Completed MSD in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:18.017288] [INFO ] [sig       ] [2149/3591] Forecasting MSEX...
[2025-12-15T20:27:18.017317] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-15T20:27:18.017346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-15T20:27:18.027742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-15T20:27:18.028105] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-15T20:27:18.028872] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-15T20:27:18.028923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:18.028974] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:18.029003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:18.029061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:18.083057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:18.083720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:18.083797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:18.083829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:18.198626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:18.198770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:18.198808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:18.198836] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:18.202112] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-12-15T20:27:18.202376] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-15T20:27:18.202499] [INFO ] [sig       ] MSEX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:18.343915] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MSEX.txt
[2025-12-15T20:27:18.344060] [INFO ] [sig       ] [2149/3591] Completed MSEX in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:18.344100] [INFO ] [sig       ] [2150/3591] Forecasting MSFD...
[2025-12-15T20:27:18.344130] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-15T20:27:18.344159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-15T20:27:18.355316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-15T20:27:18.355718] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-15T20:27:18.356532] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-15T20:27:18.356607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:18.356649] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:18.356676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:18.356732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:18.412522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:18.413191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:18.413277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:18.413310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:18.530385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:18.530540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:18.530598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:18.530630] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:18.533965] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-15T20:27:18.534227] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-15T20:27:18.534345] [INFO ] [sig       ] MSFD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:18.670615] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MSFD.txt
[2025-12-15T20:27:18.670772] [INFO ] [sig       ] [2150/3591] Completed MSFD in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:18.670818] [INFO ] [sig       ] [2151/3591] Forecasting MSFL...
[2025-12-15T20:27:18.670848] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-15T20:27:18.670879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-15T20:27:18.682385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-15T20:27:18.682798] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-15T20:27:18.683604] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-15T20:27:18.683654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:18.683710] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:18.683738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:18.683809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:18.740407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:18.741118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:18.741197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:18.741229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:18.862485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:18.862661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:18.862702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:18.862729] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:18.866057] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=21.45%)
[2025-12-15T20:27:18.866322] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-15T20:27:18.866443] [INFO ] [sig       ] MSFL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:19.002877] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MSFL.txt
[2025-12-15T20:27:19.003007] [INFO ] [sig       ] [2151/3591] Completed MSFL in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:19.003045] [INFO ] [sig       ] [2152/3591] Forecasting MSGE...
[2025-12-15T20:27:19.003076] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-15T20:27:19.003105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-15T20:27:19.013957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-15T20:27:19.014316] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-15T20:27:19.015118] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-15T20:27:19.015170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:19.015201] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:19.015228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:19.015283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:19.070871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:19.071485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:19.071594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:19.071651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:19.191514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:19.191683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:19.191723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:19.191753] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:19.195089] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-15T20:27:19.195372] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-15T20:27:19.195493] [INFO ] [sig       ] MSGE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:19.331394] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MSGE.txt
[2025-12-15T20:27:19.331589] [INFO ] [sig       ] [2152/3591] Completed MSGE in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:19.331634] [INFO ] [sig       ] [2153/3591] Forecasting MSGM...
[2025-12-15T20:27:19.331667] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-15T20:27:19.331696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-15T20:27:19.343396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-15T20:27:19.343806] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-15T20:27:19.344631] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-15T20:27:19.344682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:19.344715] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:19.344742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:19.344798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:19.401489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:19.402238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:19.402317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:19.402351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:19.518055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:19.518207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:19.518247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:19.518275] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:19.521712] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=42.15%)
[2025-12-15T20:27:19.521990] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-15T20:27:19.522114] [INFO ] [sig       ] MSGM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:19.665697] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MSGM.txt
[2025-12-15T20:27:19.665849] [INFO ] [sig       ] [2153/3591] Completed MSGM in 0.3s | 2.93 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-15T20:27:19.665890] [INFO ] [sig       ] [2154/3591] Forecasting MSGS...
[2025-12-15T20:27:19.665921] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-15T20:27:19.665952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-15T20:27:19.677892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-15T20:27:19.678307] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-15T20:27:19.679103] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-15T20:27:19.679154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:19.679184] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:19.679210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:19.679265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:19.735282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:19.736097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:19.736178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:19.736209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:19.852633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:19.852787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:19.852843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:19.852903] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:19.856220] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-15T20:27:19.856514] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-15T20:27:19.856664] [INFO ] [sig       ] MSGS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:19.996713] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MSGS.txt
[2025-12-15T20:27:19.996888] [INFO ] [sig       ] [2154/3591] Completed MSGS in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-15T20:27:19.996935] [INFO ] [sig       ] [2155/3591] Forecasting MSI...
[2025-12-15T20:27:19.996965] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-15T20:27:19.996997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-15T20:27:20.009773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-15T20:27:20.010203] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-15T20:27:20.011109] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-15T20:27:20.011174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:20.011217] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:20.011254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:20.011335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:20.071387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:20.072299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:20.072398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:20.072449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:20.200752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:20.200910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:20.200950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:20.200981] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:20.204458] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=41.10%)
[2025-12-15T20:27:20.204847] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-15T20:27:20.205019] [INFO ] [sig       ] MSI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:20.357482] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MSI.txt
[2025-12-15T20:27:20.357682] [INFO ] [sig       ] [2155/3591] Completed MSI in 0.4s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-15T20:27:20.357732] [INFO ] [sig       ] [2156/3591] Forecasting MSM...
[2025-12-15T20:27:20.357764] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-15T20:27:20.357793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-15T20:27:20.370965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-15T20:27:20.371353] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-15T20:27:20.372219] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-15T20:27:20.372281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:20.372314] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:20.372341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:20.372398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:20.433646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:20.434512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:20.434640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:20.434677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:20.558265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:20.558434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:20.558501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:20.558557] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:20.562430] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-15T20:27:20.562740] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-15T20:27:20.562878] [INFO ] [sig       ] MSM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:20.714462] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MSM.txt
[2025-12-15T20:27:20.714683] [INFO ] [sig       ] [2156/3591] Completed MSM in 0.4s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-15T20:27:20.714752] [INFO ] [sig       ] [2157/3591] Forecasting MSTX...
[2025-12-15T20:27:20.714790] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-15T20:27:20.714832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-15T20:27:20.727618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-15T20:27:20.727990] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-15T20:27:20.728772] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-15T20:27:20.728825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:20.728857] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:20.728885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:20.728943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:20.790321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:20.791244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:20.791342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:20.791389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:20.916880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:20.917047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:20.917089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:20.917119] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:20.920725] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=32.29%)
[2025-12-15T20:27:20.921009] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-15T20:27:20.921141] [INFO ] [sig       ] MSTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:21.064804] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MSTX.txt
[2025-12-15T20:27:21.064966] [INFO ] [sig       ] [2157/3591] Completed MSTX in 0.4s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-15T20:27:21.065009] [INFO ] [sig       ] [2158/3591] Forecasting MTB...
[2025-12-15T20:27:21.065040] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-15T20:27:21.065071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-15T20:27:21.076792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-15T20:27:21.077237] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-15T20:27:21.078075] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-15T20:27:21.078128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:21.078177] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:21.078205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:21.078261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:21.133204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:21.134106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:21.134187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:21.134220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:21.261236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:21.261392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:21.261431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:21.261461] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:21.264913] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=69.14%)
[2025-12-15T20:27:21.265183] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-15T20:27:21.265308] [INFO ] [sig       ] MTB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:21.403450] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MTB.txt
[2025-12-15T20:27:21.403606] [INFO ] [sig       ] [2158/3591] Completed MTB in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-15T20:27:21.403647] [INFO ] [sig       ] [2159/3591] Forecasting MTCH...
[2025-12-15T20:27:21.403678] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-15T20:27:21.403708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-15T20:27:21.415198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-15T20:27:21.415519] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-15T20:27:21.416281] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-15T20:27:21.416331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:21.416362] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:21.416388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:21.416443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:21.472055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:21.472864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:21.472943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:21.472976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:21.593432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:21.593599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:21.593640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:21.593669] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:21.596958] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=71.12%)
[2025-12-15T20:27:21.597224] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-15T20:27:21.597341] [INFO ] [sig       ] MTCH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:21.740201] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MTCH.txt
[2025-12-15T20:27:21.740343] [INFO ] [sig       ] [2159/3591] Completed MTCH in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:21.740384] [INFO ] [sig       ] [2160/3591] Forecasting MTD...
[2025-12-15T20:27:21.740414] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-15T20:27:21.740444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-15T20:27:21.751887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-15T20:27:21.752234] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-15T20:27:21.753008] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-15T20:27:21.753060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:21.753092] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:21.753119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:21.753175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:21.810911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:21.811590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:21.811671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:21.811705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:21.935112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:21.935258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:21.935299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:21.935328] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:21.938725] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=45.53%)
[2025-12-15T20:27:21.939006] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-15T20:27:21.939126] [INFO ] [sig       ] MTD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:22.077391] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MTD.txt
[2025-12-15T20:27:22.077529] [INFO ] [sig       ] [2160/3591] Completed MTD in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:22.077605] [INFO ] [sig       ] [2161/3591] Forecasting MTG...
[2025-12-15T20:27:22.077643] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-15T20:27:22.077679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-15T20:27:22.088761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-15T20:27:22.089105] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-15T20:27:22.089905] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-15T20:27:22.089955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:22.089985] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:22.090012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:22.090066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:22.146291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:22.147023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:22.147129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:22.147163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:22.264648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:22.264794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:22.264834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:22.264862] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:22.268096] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2025-12-15T20:27:22.268359] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-15T20:27:22.268477] [INFO ] [sig       ] MTG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:22.409219] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MTG.txt
[2025-12-15T20:27:22.409367] [INFO ] [sig       ] [2161/3591] Completed MTG in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:22.409408] [INFO ] [sig       ] [2162/3591] Forecasting MTH...
[2025-12-15T20:27:22.409445] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-15T20:27:22.409477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-15T20:27:22.421146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-15T20:27:22.421512] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-15T20:27:22.422303] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-15T20:27:22.422355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:22.422385] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:22.422411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:22.422466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:22.477749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:22.478414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:22.478491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:22.478529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:22.593887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:22.594045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:22.594084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:22.594112] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:22.597380] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-12-15T20:27:22.597663] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-15T20:27:22.597784] [INFO ] [sig       ] MTH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:22.734406] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MTH.txt
[2025-12-15T20:27:22.734543] [INFO ] [sig       ] [2162/3591] Completed MTH in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:22.734608] [INFO ] [sig       ] [2163/3591] Forecasting MTLS...
[2025-12-15T20:27:22.734646] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-15T20:27:22.734681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-15T20:27:22.745459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-15T20:27:22.745847] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-15T20:27:22.746619] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-15T20:27:22.746669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:22.746699] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:22.746725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:22.746781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:22.801752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:22.802400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:22.802481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:22.802513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:22.919759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:22.919911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:22.919949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:22.919979] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:22.923296] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2025-12-15T20:27:22.923599] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-15T20:27:22.923737] [INFO ] [sig       ] MTLS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:23.059657] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MTLS.txt
[2025-12-15T20:27:23.059791] [INFO ] [sig       ] [2163/3591] Completed MTLS in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:23.059834] [INFO ] [sig       ] [2164/3591] Forecasting MTN...
[2025-12-15T20:27:23.059863] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-15T20:27:23.059893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-15T20:27:23.071237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-15T20:27:23.071588] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-15T20:27:23.072336] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-15T20:27:23.072387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:23.072417] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:23.072443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:23.072498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:23.130644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:23.131414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:23.131495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:23.131526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:23.247230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:23.247381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:23.247419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:23.247450] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:23.251070] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=63.29%)
[2025-12-15T20:27:23.251341] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-15T20:27:23.251462] [INFO ] [sig       ] MTN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:23.387106] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MTN.txt
[2025-12-15T20:27:23.387264] [INFO ] [sig       ] [2164/3591] Completed MTN in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:23.387304] [INFO ] [sig       ] [2165/3591] Forecasting MTRN...
[2025-12-15T20:27:23.387333] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-15T20:27:23.387363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-15T20:27:23.398122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-15T20:27:23.398482] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-15T20:27:23.399279] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-15T20:27:23.399330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:23.399361] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:23.399387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:23.399442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:23.454317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:23.455021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:23.455112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:23.455152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:23.576368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:23.576532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:23.576593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:23.576641] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:23.579999] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-15T20:27:23.580279] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-15T20:27:23.580408] [INFO ] [sig       ] MTRN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:23.716133] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MTRN.txt
[2025-12-15T20:27:23.716271] [INFO ] [sig       ] [2165/3591] Completed MTRN in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:23.716310] [INFO ] [sig       ] [2166/3591] Forecasting MTRX...
[2025-12-15T20:27:23.716340] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-15T20:27:23.716370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-15T20:27:23.727659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-15T20:27:23.727998] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-15T20:27:23.728760] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-15T20:27:23.728810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:23.728841] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:23.728868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:23.728923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:23.783759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:23.784470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:23.784555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:23.784617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:23.905913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:23.906087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:23.906129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:23.906158] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:23.909663] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=46.51%)
[2025-12-15T20:27:23.909950] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-15T20:27:23.910071] [INFO ] [sig       ] MTRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:24.048033] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MTRX.txt
[2025-12-15T20:27:24.048174] [INFO ] [sig       ] [2166/3591] Completed MTRX in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:24.048213] [INFO ] [sig       ] [2167/3591] Forecasting MTSI...
[2025-12-15T20:27:24.048242] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-15T20:27:24.048270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-15T20:27:24.060305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-15T20:27:24.060690] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-15T20:27:24.061465] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-15T20:27:24.061516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:24.061548] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:24.061598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:24.061658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:24.117418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:24.118138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:24.118217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:24.118266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:24.237204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:24.237364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:24.237402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:24.237433] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:24.241175] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-15T20:27:24.241447] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-15T20:27:24.241590] [INFO ] [sig       ] MTSI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:24.379043] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MTSI.txt
[2025-12-15T20:27:24.379179] [INFO ] [sig       ] [2167/3591] Completed MTSI in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:24.379218] [INFO ] [sig       ] [2168/3591] Forecasting MTX...
[2025-12-15T20:27:24.379246] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-15T20:27:24.379277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-15T20:27:24.390751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-15T20:27:24.391118] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-15T20:27:24.391932] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-15T20:27:24.391984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:24.392050] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:24.392088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:24.392168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:24.448434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:24.449215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:24.449300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:24.449333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:24.567515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:24.567701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:24.567743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:24.567771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:24.571284] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=82.76%)
[2025-12-15T20:27:24.571585] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-15T20:27:24.571724] [INFO ] [sig       ] MTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:24.708469] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MTX.txt
[2025-12-15T20:27:24.708630] [INFO ] [sig       ] [2168/3591] Completed MTX in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:24.708671] [INFO ] [sig       ] [2169/3591] Forecasting MTZ...
[2025-12-15T20:27:24.708701] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-15T20:27:24.708730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-15T20:27:24.721107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-15T20:27:24.721500] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-15T20:27:24.722421] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-15T20:27:24.722474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:24.722507] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:24.722555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:24.722649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:24.784562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:24.785627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:24.785711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:24.785743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:24.920606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:24.920765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:24.920806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:24.920836] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:24.924294] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-15T20:27:24.924601] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-15T20:27:24.924736] [INFO ] [sig       ] MTZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:25.076876] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MTZ.txt
[2025-12-15T20:27:25.077030] [INFO ] [sig       ] [2169/3591] Completed MTZ in 0.4s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:25.077071] [INFO ] [sig       ] [2170/3591] Forecasting MUA...
[2025-12-15T20:27:25.077102] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-15T20:27:25.077134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-15T20:27:25.089200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-15T20:27:25.089621] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-15T20:27:25.090467] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-15T20:27:25.090520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:25.090591] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:25.090633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:25.090704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:25.152890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:25.153679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:25.153762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:25.153796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:25.289754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:25.289912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:25.289962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:25.290004] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:25.293609] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-12-15T20:27:25.293883] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-15T20:27:25.294008] [INFO ] [sig       ] MUA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:25.447805] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MUA.txt
[2025-12-15T20:27:25.447969] [INFO ] [sig       ] [2170/3591] Completed MUA in 0.4s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-15T20:27:25.448015] [INFO ] [sig       ] [2171/3591] Forecasting MUC...
[2025-12-15T20:27:25.448045] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-15T20:27:25.448078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-15T20:27:25.460690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-15T20:27:25.461081] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-15T20:27:25.462076] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-15T20:27:25.462128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:25.462160] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:25.462187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:25.462252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:25.523248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:25.524153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:25.524248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:25.524283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:25.652529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:25.652708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:25.652753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:25.652782] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:25.656521] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-15T20:27:25.656821] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-15T20:27:25.656947] [INFO ] [sig       ] MUC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:25.813217] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MUC.txt
[2025-12-15T20:27:25.813359] [INFO ] [sig       ] [2171/3591] Completed MUC in 0.4s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-15T20:27:25.813400] [INFO ] [sig       ] [2172/3591] Forecasting MUE...
[2025-12-15T20:27:25.813431] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-15T20:27:25.813463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-15T20:27:25.825745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-15T20:27:25.826117] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-15T20:27:25.826905] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-15T20:27:25.826957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:25.826989] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:25.827017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:25.827074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:25.887518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:25.888300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:25.888381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:25.888413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:26.011062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:26.011215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:26.011254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:26.011284] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:26.014699] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=51.80%)
[2025-12-15T20:27:26.014970] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-15T20:27:26.015093] [INFO ] [sig       ] MUE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:26.168596] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MUE.txt
[2025-12-15T20:27:26.168765] [INFO ] [sig       ] [2172/3591] Completed MUE in 0.4s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-15T20:27:26.168808] [INFO ] [sig       ] [2173/3591] Forecasting MUFG...
[2025-12-15T20:27:26.168839] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-15T20:27:26.168869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-15T20:27:26.181626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-15T20:27:26.182012] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-15T20:27:26.182818] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-15T20:27:26.182870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:26.182902] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:26.182929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:26.182986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:26.245986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:26.246673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:26.246754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:26.246787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:26.375280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:26.375449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:26.375492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:26.375526] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:26.379136] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-15T20:27:26.379411] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-15T20:27:26.379539] [INFO ] [sig       ] MUFG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:26.531218] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MUFG.txt
[2025-12-15T20:27:26.531351] [INFO ] [sig       ] [2173/3591] Completed MUFG in 0.4s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-15T20:27:26.531394] [INFO ] [sig       ] [2174/3591] Forecasting MUJ...
[2025-12-15T20:27:26.531424] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-15T20:27:26.531454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-15T20:27:26.542723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-15T20:27:26.543065] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-15T20:27:26.543840] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-15T20:27:26.543891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:26.543921] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:26.543946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:26.544001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:26.598824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:26.599498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:26.599593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:26.599627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:26.714187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:26.714339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:26.714378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:26.714406] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:26.717712] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-12-15T20:27:26.717988] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-15T20:27:26.718107] [INFO ] [sig       ] MUJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:26.854227] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MUJ.txt
[2025-12-15T20:27:26.854386] [INFO ] [sig       ] [2174/3591] Completed MUJ in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-15T20:27:26.854430] [INFO ] [sig       ] [2175/3591] Forecasting MUSA...
[2025-12-15T20:27:26.854461] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-15T20:27:26.854491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-15T20:27:26.865031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-15T20:27:26.865387] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-15T20:27:26.866178] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-15T20:27:26.866230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:26.866263] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:26.866289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:26.866344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:26.920728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:26.921381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:26.921462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:26.921493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:27.043011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:27.043173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:27.043213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:27.043243] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:27.046668] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-15T20:27:27.046940] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-15T20:27:27.047064] [INFO ] [sig       ] MUSA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:27.187775] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MUSA.txt
[2025-12-15T20:27:27.187936] [INFO ] [sig       ] [2175/3591] Completed MUSA in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-15T20:27:27.187981] [INFO ] [sig       ] [2176/3591] Forecasting MUX...
[2025-12-15T20:27:27.188012] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-15T20:27:27.188041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-15T20:27:27.200863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-15T20:27:27.201288] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-15T20:27:27.202218] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-15T20:27:27.202282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:27.202322] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:27.202357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:27.202437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:27.263221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:27.263988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:27.264068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:27.264101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:27.384566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:27.384733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:27.384780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:27.384809] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:27.388108] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=52.76%)
[2025-12-15T20:27:27.388391] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-15T20:27:27.388512] [INFO ] [sig       ] MUX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:27.525678] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MUX.txt
[2025-12-15T20:27:27.525812] [INFO ] [sig       ] [2176/3591] Completed MUX in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:27.525851] [INFO ] [sig       ] [2177/3591] Forecasting MVBF...
[2025-12-15T20:27:27.525880] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-15T20:27:27.525910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-15T20:27:27.536443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-15T20:27:27.536828] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-15T20:27:27.537674] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-15T20:27:27.537728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:27.537761] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:27.537789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:27.537847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:27.593369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:27.594050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:27.594126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:27.594157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:27.707278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:27.707415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:27.707453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:27.707481] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:27.710755] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-12-15T20:27:27.711050] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-15T20:27:27.711174] [INFO ] [sig       ] MVBF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:27.848738] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MVBF.txt
[2025-12-15T20:27:27.848861] [INFO ] [sig       ] [2177/3591] Completed MVBF in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:27.848901] [INFO ] [sig       ] [2178/3591] Forecasting MVF...
[2025-12-15T20:27:27.848930] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-15T20:27:27.848979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-15T20:27:27.859137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-15T20:27:27.859467] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-15T20:27:27.860234] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-15T20:27:27.860283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:27.860313] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:27.860340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:27.860396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:27.915353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:27.915972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:27.916076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:27.916109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:28.031919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:28.032083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:28.032123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:28.032151] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:28.035390] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-12-15T20:27:28.035680] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-15T20:27:28.035803] [INFO ] [sig       ] MVF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:28.171737] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MVF.txt
[2025-12-15T20:27:28.171867] [INFO ] [sig       ] [2178/3591] Completed MVF in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:28.171903] [INFO ] [sig       ] [2179/3591] Forecasting MVO...
[2025-12-15T20:27:28.171933] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-15T20:27:28.171963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-15T20:27:28.182553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-15T20:27:28.182953] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-15T20:27:28.183796] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-15T20:27:28.183849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:28.183882] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:28.183910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:28.183969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:28.243416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:28.244146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:28.244227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:28.244258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:28.363329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:28.363465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:28.363504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:28.363532] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:28.366866] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=35.65%)
[2025-12-15T20:27:28.367129] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-15T20:27:28.367246] [INFO ] [sig       ] MVO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:28.504115] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MVO.txt
[2025-12-15T20:27:28.504240] [INFO ] [sig       ] [2179/3591] Completed MVO in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:28.504280] [INFO ] [sig       ] [2180/3591] Forecasting MWA...
[2025-12-15T20:27:28.504309] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-15T20:27:28.504337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-15T20:27:28.515144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-15T20:27:28.515503] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-15T20:27:28.516327] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-15T20:27:28.516379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:28.516411] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:28.516438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:28.516495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:28.572246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:28.572914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:28.572990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:28.573021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:28.690730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:28.690864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:28.690902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:28.690930] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:28.694116] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2025-12-15T20:27:28.694378] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-15T20:27:28.694495] [INFO ] [sig       ] MWA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:28.832353] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MWA.txt
[2025-12-15T20:27:28.832487] [INFO ] [sig       ] [2180/3591] Completed MWA in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:28.832529] [INFO ] [sig       ] [2181/3591] Forecasting MX...
[2025-12-15T20:27:28.832559] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-15T20:27:28.832623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-15T20:27:28.843591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-15T20:27:28.843956] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-15T20:27:28.844756] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-15T20:27:28.844807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:28.844840] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:28.844868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:28.844925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:28.900021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:28.900678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:28.900755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:28.900787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:29.015213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:29.015358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:29.015396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:29.015424] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:29.018692] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-15T20:27:29.018975] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-15T20:27:29.019096] [INFO ] [sig       ] MX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:29.156009] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MX.txt
[2025-12-15T20:27:29.156167] [INFO ] [sig       ] [2181/3591] Completed MX in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:29.156207] [INFO ] [sig       ] [2182/3591] Forecasting MXF...
[2025-12-15T20:27:29.156236] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-15T20:27:29.156267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-15T20:27:29.166796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-15T20:27:29.167159] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-15T20:27:29.168030] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-15T20:27:29.168083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:29.168131] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:29.168160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:29.168217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:29.223433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:29.224195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:29.224275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:29.224307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:29.340042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:29.340193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:29.340232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:29.340261] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:29.343510] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-12-15T20:27:29.343794] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-15T20:27:29.343915] [INFO ] [sig       ] MXF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:29.480200] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MXF.txt
[2025-12-15T20:27:29.480337] [INFO ] [sig       ] [2182/3591] Completed MXF in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:29.480375] [INFO ] [sig       ] [2183/3591] Forecasting MXL...
[2025-12-15T20:27:29.480404] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-15T20:27:29.480435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-15T20:27:29.491749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-15T20:27:29.492110] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-15T20:27:29.492920] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-15T20:27:29.492973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:29.493006] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:29.493035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:29.493092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:29.548347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:29.549106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:29.549184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:29.549217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:29.668331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:29.668490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:29.668531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:29.668558] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:29.671854] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=61.21%)
[2025-12-15T20:27:29.672122] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-15T20:27:29.672243] [INFO ] [sig       ] MXL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:29.809372] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MXL.txt
[2025-12-15T20:27:29.809511] [INFO ] [sig       ] [2183/3591] Completed MXL in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:29.809550] [INFO ] [sig       ] [2184/3591] Forecasting MYE...
[2025-12-15T20:27:29.809598] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-15T20:27:29.809630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-15T20:27:29.821204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-15T20:27:29.821631] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-15T20:27:29.822412] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-15T20:27:29.822463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:29.822496] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:29.822522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:29.822603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:29.878053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:29.878826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:29.878909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:29.878940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:29.997036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:29.997192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:29.997232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:29.997262] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:30.000549] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=25.31%)
[2025-12-15T20:27:30.000841] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-15T20:27:30.000963] [INFO ] [sig       ] MYE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:30.138741] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/MYE.txt
[2025-12-15T20:27:30.138926] [INFO ] [sig       ] [2184/3591] Completed MYE in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:30.138987] [INFO ] [sig       ] [2185/3591] Forecasting MYGN...
[2025-12-15T20:27:30.139027] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-15T20:27:30.139071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-15T20:27:30.150639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-15T20:27:30.150973] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-15T20:27:30.151795] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-15T20:27:30.151849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:30.151910] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:30.151938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:30.151994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:30.207870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:30.208462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:30.208541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:30.208590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:30.327823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:30.327980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:30.328019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:30.328047] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:30.331377] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=65.25%)
[2025-12-15T20:27:30.331662] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-15T20:27:30.331806] [INFO ] [sig       ] MYGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:30.471879] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MYGN.txt
[2025-12-15T20:27:30.472029] [INFO ] [sig       ] [2185/3591] Completed MYGN in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:30.472070] [INFO ] [sig       ] [2186/3591] Forecasting MYI...
[2025-12-15T20:27:30.472108] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-15T20:27:30.472140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-15T20:27:30.484345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-15T20:27:30.484729] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-15T20:27:30.485546] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-15T20:27:30.485618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:30.485651] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:30.485678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:30.485735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:30.542169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:30.542872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:30.542949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:30.542981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:30.664877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:30.665029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:30.665068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:30.665097] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:30.668390] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-15T20:27:30.668686] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-15T20:27:30.668810] [INFO ] [sig       ] MYI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:30.809199] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MYI.txt
[2025-12-15T20:27:30.809346] [INFO ] [sig       ] [2186/3591] Completed MYI in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:30.809388] [INFO ] [sig       ] [2187/3591] Forecasting MYN...
[2025-12-15T20:27:30.809416] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-15T20:27:30.809447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-15T20:27:30.820257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-15T20:27:30.820596] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-15T20:27:30.821457] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-15T20:27:30.821513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:30.821546] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:30.821597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:30.821658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:30.877192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:30.877810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:30.877885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:30.877916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:30.994048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:30.994204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:30.994243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:30.994272] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:30.997615] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=52.63%)
[2025-12-15T20:27:30.997888] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-15T20:27:30.998010] [INFO ] [sig       ] MYN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:31.135642] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MYN.txt
[2025-12-15T20:27:31.135770] [INFO ] [sig       ] [2187/3591] Completed MYN in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:31.135810] [INFO ] [sig       ] [2188/3591] Forecasting MYRG...
[2025-12-15T20:27:31.135839] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-15T20:27:31.135869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-15T20:27:31.147539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-15T20:27:31.147868] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-15T20:27:31.148624] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-15T20:27:31.148673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:31.148704] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:31.148730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:31.148785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:31.203874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:31.204492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:31.204588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:31.204622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:31.320256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:31.320405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:31.320443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:31.320502] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:31.323796] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-12-15T20:27:31.324060] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-15T20:27:31.324178] [INFO ] [sig       ] MYRG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:31.459931] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/MYRG.txt
[2025-12-15T20:27:31.460066] [INFO ] [sig       ] [2188/3591] Completed MYRG in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-15T20:27:31.460106] [INFO ] [sig       ] [2189/3591] Forecasting NA...
[2025-12-15T20:27:31.460135] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-15T20:27:31.460166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-15T20:27:31.472123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-15T20:27:31.472539] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-15T20:27:31.473437] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-15T20:27:31.473491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:31.473528] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:31.473593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:31.473666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:31.534300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:31.535090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:31.535175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:31.535215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:31.655255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:31.655410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:31.655450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:31.655494] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:31.658843] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-15T20:27:31.659233] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-15T20:27:31.659368] [INFO ] [sig       ] NA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:31.799021] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NA.txt
[2025-12-15T20:27:31.799164] [INFO ] [sig       ] [2189/3591] Completed NA in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-15T20:27:31.799206] [INFO ] [sig       ] [2190/3591] Forecasting NAAS...
[2025-12-15T20:27:31.799236] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-15T20:27:31.799267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-15T20:27:31.815079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-15T20:27:31.815558] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-15T20:27:31.816513] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-15T20:27:31.816592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:31.816633] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:31.816665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:31.816742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:31.879937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:31.880820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:31.880909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:31.880941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:32.004452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:32.004624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:32.004667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:32.004697] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:32.008267] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-15T20:27:32.008547] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-15T20:27:32.008692] [INFO ] [sig       ] NAAS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:32.159914] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NAAS.txt
[2025-12-15T20:27:32.160082] [INFO ] [sig       ] [2190/3591] Completed NAAS in 0.4s | 2.93 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-15T20:27:32.160124] [INFO ] [sig       ] [2191/3591] Forecasting NABL...
[2025-12-15T20:27:32.160156] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-15T20:27:32.160185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-15T20:27:32.172084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-15T20:27:32.172474] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-15T20:27:32.173275] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-15T20:27:32.173327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:32.173358] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:32.173384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:32.173441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:32.233317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:32.234179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:32.234264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:32.234314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:32.354885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:32.355051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:32.355094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:32.355123] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:32.358563] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-12-15T20:27:32.358863] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-15T20:27:32.359013] [INFO ] [sig       ] NABL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:32.501322] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NABL.txt
[2025-12-15T20:27:32.501479] [INFO ] [sig       ] [2191/3591] Completed NABL in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-15T20:27:32.501521] [INFO ] [sig       ] [2192/3591] Forecasting NAC...
[2025-12-15T20:27:32.501551] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-15T20:27:32.501605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-15T20:27:32.514220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-15T20:27:32.514548] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-15T20:27:32.515343] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-15T20:27:32.515394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:32.515424] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:32.515451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:32.515507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:32.573140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:32.573798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:32.573875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:32.573906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:32.694669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:32.694821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:32.694860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:32.694889] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:32.698129] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=33.11%)
[2025-12-15T20:27:32.698395] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-15T20:27:32.698513] [INFO ] [sig       ] NAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:32.842243] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NAC.txt
[2025-12-15T20:27:32.842386] [INFO ] [sig       ] [2192/3591] Completed NAC in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-15T20:27:32.842426] [INFO ] [sig       ] [2193/3591] Forecasting NAD...
[2025-12-15T20:27:32.842457] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-15T20:27:32.842488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-15T20:27:32.853753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-15T20:27:32.854088] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-15T20:27:32.854872] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-15T20:27:32.854924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:32.854956] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:32.854983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:32.855103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:32.912005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:32.912702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:32.912792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:32.912826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:33.033430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:33.033566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:33.033627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:33.033657] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:33.036984] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-15T20:27:33.037253] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-15T20:27:33.037377] [INFO ] [sig       ] NAD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:33.180894] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NAD.txt
[2025-12-15T20:27:33.181017] [INFO ] [sig       ] [2193/3591] Completed NAD in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-15T20:27:33.181055] [INFO ] [sig       ] [2194/3591] Forecasting NAMS...
[2025-12-15T20:27:33.181085] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-15T20:27:33.181113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-15T20:27:33.192004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-15T20:27:33.192302] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-15T20:27:33.193055] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-15T20:27:33.193105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:33.193136] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:33.193162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:33.193217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:33.250225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:33.251009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:33.251088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:33.251120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:33.371160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:33.371309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:33.371348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:33.371377] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:33.374736] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: DOWN (p=45.48%)
[2025-12-15T20:27:33.375010] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-15T20:27:33.375133] [INFO ] [sig       ] NAMS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:33.521033] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NAMS.txt
[2025-12-15T20:27:33.521164] [INFO ] [sig       ] [2194/3591] Completed NAMS in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:33.521205] [INFO ] [sig       ] [2195/3591] Forecasting NATH...
[2025-12-15T20:27:33.521235] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-15T20:27:33.521266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-15T20:27:33.531648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-15T20:27:33.531989] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-15T20:27:33.532787] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-15T20:27:33.532859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:33.532903] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:33.532933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:33.532991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:33.589694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:33.590300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:33.590401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:33.590436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:33.703031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:33.703178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:33.703219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:33.703247] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:33.706593] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-15T20:27:33.706864] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-15T20:27:33.706986] [INFO ] [sig       ] NATH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:33.851659] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NATH.txt
[2025-12-15T20:27:33.851787] [INFO ] [sig       ] [2195/3591] Completed NATH in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:33.851830] [INFO ] [sig       ] [2196/3591] Forecasting NATL...
[2025-12-15T20:27:33.851860] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-15T20:27:33.851889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-15T20:27:33.862928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-15T20:27:33.863234] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-15T20:27:33.864003] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-15T20:27:33.864055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:33.864087] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:33.864113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:33.864169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:33.920729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:33.921374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:33.921451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:33.921483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:34.040316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:34.040436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:34.040474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:34.040503] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:34.043756] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=24.06%)
[2025-12-15T20:27:34.044017] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-15T20:27:34.044137] [INFO ] [sig       ] NATL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:34.181649] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NATL.txt
[2025-12-15T20:27:34.181765] [INFO ] [sig       ] [2196/3591] Completed NATL in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:34.181803] [INFO ] [sig       ] [2197/3591] Forecasting NAVI...
[2025-12-15T20:27:34.181833] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-15T20:27:34.181868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-15T20:27:34.192710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-15T20:27:34.193021] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-15T20:27:34.193794] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-15T20:27:34.193849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:34.193880] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:34.193907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:34.193962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:34.248875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:34.249482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:34.249557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:34.249606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:34.369083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:34.369235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:34.369275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:34.369303] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:34.372621] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-15T20:27:34.372914] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-15T20:27:34.373043] [INFO ] [sig       ] NAVI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:34.513449] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NAVI.txt
[2025-12-15T20:27:34.513588] [INFO ] [sig       ] [2197/3591] Completed NAVI in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:34.513629] [INFO ] [sig       ] [2198/3591] Forecasting NAZ...
[2025-12-15T20:27:34.513659] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-15T20:27:34.513688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-15T20:27:34.524032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-15T20:27:34.524360] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-15T20:27:34.525153] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-15T20:27:34.525212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:34.525246] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:34.525273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:34.525329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:34.585634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:34.586425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:34.586507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:34.586540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:34.695619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:34.695772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:34.695813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:34.695848] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:34.699178] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=88.68%)
[2025-12-15T20:27:34.699448] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-15T20:27:34.699569] [INFO ] [sig       ] NAZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:34.844177] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NAZ.txt
[2025-12-15T20:27:34.844357] [INFO ] [sig       ] [2198/3591] Completed NAZ in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:34.844400] [INFO ] [sig       ] [2199/3591] Forecasting NB...
[2025-12-15T20:27:34.844430] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-15T20:27:34.844460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-15T20:27:34.855140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-15T20:27:34.855461] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-15T20:27:34.856211] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-15T20:27:34.856262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:34.856293] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:34.856319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:34.856375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:34.911776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:34.912408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:34.912484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:34.912517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:35.025551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:35.025700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:35.025737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:35.025766] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:35.028973] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-15T20:27:35.029237] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-15T20:27:35.029357] [INFO ] [sig       ] NB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:35.168072] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NB.txt
[2025-12-15T20:27:35.168229] [INFO ] [sig       ] [2199/3591] Completed NB in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:35.168270] [INFO ] [sig       ] [2200/3591] Forecasting NBB...
[2025-12-15T20:27:35.168300] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-15T20:27:35.168330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-15T20:27:35.179449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-15T20:27:35.179808] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-15T20:27:35.180602] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-15T20:27:35.180653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:35.180683] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:35.180709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:35.180764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:35.239082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:35.239819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:35.239904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:35.239935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:35.363303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:35.363462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:35.363505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:35.363534] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:35.366908] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-15T20:27:35.367237] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-15T20:27:35.367372] [INFO ] [sig       ] NBB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:35.502674] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NBB.txt
[2025-12-15T20:27:35.502816] [INFO ] [sig       ] [2200/3591] Completed NBB in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:35.502856] [INFO ] [sig       ] [2201/3591] Forecasting NBBK...
[2025-12-15T20:27:35.502885] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-15T20:27:35.502915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-15T20:27:35.514271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-15T20:27:35.514633] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-15T20:27:35.515406] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-15T20:27:35.515459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:35.515491] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:35.515519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:35.515592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:35.572148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:35.572952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:35.573036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:35.573068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:35.695397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:35.695547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:35.695614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:35.695647] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:35.699069] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2025-12-15T20:27:35.699341] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-15T20:27:35.699467] [INFO ] [sig       ] NBBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:35.842599] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NBBK.txt
[2025-12-15T20:27:35.842733] [INFO ] [sig       ] [2201/3591] Completed NBBK in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:35.842772] [INFO ] [sig       ] [2202/3591] Forecasting NBHC...
[2025-12-15T20:27:35.842801] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-15T20:27:35.842831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-15T20:27:35.855171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-15T20:27:35.855647] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-15T20:27:35.856485] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-15T20:27:35.856538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:35.856625] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:35.856655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:35.856736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:35.918177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:35.919042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:35.919126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:35.919159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:36.044694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:36.044877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:36.044937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:36.044970] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:36.048514] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-15T20:27:36.048809] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-15T20:27:36.048934] [INFO ] [sig       ] NBHC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:36.199524] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NBHC.txt
[2025-12-15T20:27:36.199693] [INFO ] [sig       ] [2202/3591] Completed NBHC in 0.4s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:36.199736] [INFO ] [sig       ] [2203/3591] Forecasting NBIX...
[2025-12-15T20:27:36.199767] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-15T20:27:36.199796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-15T20:27:36.211415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-15T20:27:36.211775] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-15T20:27:36.212533] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-15T20:27:36.212608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:36.212643] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:36.212670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:36.212727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:36.275457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:36.276188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:36.276277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:36.276316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:36.407684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:36.407850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:36.407915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:36.407964] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:36.411855] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=52.20%)
[2025-12-15T20:27:36.412218] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-15T20:27:36.412374] [INFO ] [sig       ] NBIX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:36.559053] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NBIX.txt
[2025-12-15T20:27:36.559225] [INFO ] [sig       ] [2203/3591] Completed NBIX in 0.4s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:36.559265] [INFO ] [sig       ] [2204/3591] Forecasting NBN...
[2025-12-15T20:27:36.559296] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-15T20:27:36.559326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-15T20:27:36.570842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-15T20:27:36.571246] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-15T20:27:36.572097] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-15T20:27:36.572150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:36.572182] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:36.572210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:36.572266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:36.626924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:36.627745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:36.627824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:36.627856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:36.742044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:36.742192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:36.742230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:36.742258] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:36.745511] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-15T20:27:36.745792] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-15T20:27:36.745909] [INFO ] [sig       ] NBN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:36.880743] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NBN.txt
[2025-12-15T20:27:36.880882] [INFO ] [sig       ] [2204/3591] Completed NBN in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:36.880929] [INFO ] [sig       ] [2205/3591] Forecasting NBTB...
[2025-12-15T20:27:36.880964] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-15T20:27:36.881000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-15T20:27:36.891863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-15T20:27:36.892204] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-15T20:27:36.892968] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-15T20:27:36.893018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:36.893049] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:36.893080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:36.893164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:36.947748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:36.948360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:36.948437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:36.948469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:37.069208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:37.069368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:37.069410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:37.069474] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:37.072811] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=63.05%)
[2025-12-15T20:27:37.073094] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-15T20:27:37.073243] [INFO ] [sig       ] NBTB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:37.214815] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NBTB.txt
[2025-12-15T20:27:37.214988] [INFO ] [sig       ] [2205/3591] Completed NBTB in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:37.215035] [INFO ] [sig       ] [2206/3591] Forecasting NBXG...
[2025-12-15T20:27:37.215064] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-15T20:27:37.215096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-15T20:27:37.226533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-15T20:27:37.226929] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-15T20:27:37.227711] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-15T20:27:37.227763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:37.227811] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:37.227840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:37.227904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:37.283335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:37.284167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:37.284247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:37.284279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:37.403249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:37.403404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:37.403442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:37.403471] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:37.406742] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-15T20:27:37.407010] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-15T20:27:37.407133] [INFO ] [sig       ] NBXG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:37.545337] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NBXG.txt
[2025-12-15T20:27:37.545498] [INFO ] [sig       ] [2206/3591] Completed NBXG in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-15T20:27:37.545540] [INFO ] [sig       ] [2207/3591] Forecasting NC...
[2025-12-15T20:27:37.545588] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-15T20:27:37.545623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-15T20:27:37.556602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-15T20:27:37.556931] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-15T20:27:37.557751] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-15T20:27:37.557803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:37.557835] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:37.557861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:37.557921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:37.615737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:37.616402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:37.616482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:37.616515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:37.722470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:37.722642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:37.722684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:37.722720] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:37.726139] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-15T20:27:37.726406] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-15T20:27:37.726528] [INFO ] [sig       ] NC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:37.869795] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NC.txt
[2025-12-15T20:27:37.869931] [INFO ] [sig       ] [2207/3591] Completed NC in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-15T20:27:37.869971] [INFO ] [sig       ] [2208/3591] Forecasting NCA...
[2025-12-15T20:27:37.870000] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-15T20:27:37.870035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-15T20:27:37.881336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-15T20:27:37.881750] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-15T20:27:37.882563] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-15T20:27:37.882635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:37.882667] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:37.882694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:37.882750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:37.940507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:37.941242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:37.941324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:37.941357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:38.059946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:38.060099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:38.060139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:38.060167] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:38.063445] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-15T20:27:38.063724] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-15T20:27:38.063843] [INFO ] [sig       ] NCA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:38.201219] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NCA.txt
[2025-12-15T20:27:38.201544] [INFO ] [sig       ] [2208/3591] Completed NCA in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-15T20:27:38.201602] [INFO ] [sig       ] [2209/3591] Forecasting NCLH...
[2025-12-15T20:27:38.201633] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-15T20:27:38.201663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-15T20:27:38.212725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-15T20:27:38.213049] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-15T20:27:38.213809] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-15T20:27:38.213860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:38.213891] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:38.213918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:38.213978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:38.271154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:38.271917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:38.272001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:38.272034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:38.391711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:38.391867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:38.391912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:38.391947] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:38.395235] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2025-12-15T20:27:38.395497] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-15T20:27:38.395633] [INFO ] [sig       ] NCLH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:38.536492] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NCLH.txt
[2025-12-15T20:27:38.536645] [INFO ] [sig       ] [2209/3591] Completed NCLH in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-15T20:27:38.536697] [INFO ] [sig       ] [2210/3591] Forecasting NCMI...
[2025-12-15T20:27:38.536728] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-15T20:27:38.536760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-15T20:27:38.547911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-15T20:27:38.548302] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-15T20:27:38.549157] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-15T20:27:38.549211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:38.549242] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:38.549269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:38.549325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:38.606479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:38.607351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:38.607433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:38.607467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:38.728350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:38.728508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:38.728547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:38.728595] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:38.732013] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=60.44%)
[2025-12-15T20:27:38.732341] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-15T20:27:38.732476] [INFO ] [sig       ] NCMI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:38.869066] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NCMI.txt
[2025-12-15T20:27:38.869197] [INFO ] [sig       ] [2210/3591] Completed NCMI in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-15T20:27:38.869237] [INFO ] [sig       ] [2211/3591] Forecasting NCNA...
[2025-12-15T20:27:38.869266] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-15T20:27:38.869295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-15T20:27:38.879939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-15T20:27:38.880269] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-15T20:27:38.881032] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-15T20:27:38.881083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:38.881114] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:38.881140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:38.881194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:38.936093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:38.936743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:38.936820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:38.936852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:39.047318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:39.047468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:39.047507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:39.047536] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:39.050876] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=28.72%)
[2025-12-15T20:27:39.051148] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-15T20:27:39.051294] [INFO ] [sig       ] NCNA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:39.187323] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NCNA.txt
[2025-12-15T20:27:39.187447] [INFO ] [sig       ] [2211/3591] Completed NCNA in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:39.187485] [INFO ] [sig       ] [2212/3591] Forecasting NCNO...
[2025-12-15T20:27:39.187514] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-15T20:27:39.187543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-15T20:27:39.199244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-15T20:27:39.199661] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-15T20:27:39.200448] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-15T20:27:39.200498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:39.200529] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:39.200556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:39.200635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:39.256982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:39.257723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:39.257835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:39.257869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:39.376440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:39.376614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:39.376656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:39.376685] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:39.379981] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=55.04%)
[2025-12-15T20:27:39.380252] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-15T20:27:39.380374] [INFO ] [sig       ] NCNO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:39.515325] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NCNO.txt
[2025-12-15T20:27:39.515458] [INFO ] [sig       ] [2212/3591] Completed NCNO in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:39.515497] [INFO ] [sig       ] [2213/3591] Forecasting NCTY...
[2025-12-15T20:27:39.515528] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-15T20:27:39.515557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-15T20:27:39.526009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-15T20:27:39.526353] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-15T20:27:39.527117] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-15T20:27:39.527168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:39.527198] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:39.527225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:39.527280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:39.582193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:39.582897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:39.582979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:39.583012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:39.705160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:39.705308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:39.705385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:39.705417] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:39.708715] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=84.57%)
[2025-12-15T20:27:39.709013] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-15T20:27:39.709152] [INFO ] [sig       ] NCTY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:39.846987] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NCTY.txt
[2025-12-15T20:27:39.847147] [INFO ] [sig       ] [2213/3591] Completed NCTY in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:39.847189] [INFO ] [sig       ] [2214/3591] Forecasting NCZ...
[2025-12-15T20:27:39.847217] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-15T20:27:39.847245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-15T20:27:39.859080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-15T20:27:39.859413] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-15T20:27:39.860185] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-15T20:27:39.860235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:39.860265] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:39.860292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:39.860347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:39.915472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:39.916318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:39.916403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:39.916435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:40.034637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:40.034788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:40.034827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:40.034855] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:40.038111] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-12-15T20:27:40.038371] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-15T20:27:40.038489] [INFO ] [sig       ] NCZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:40.174476] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NCZ.txt
[2025-12-15T20:27:40.174601] [INFO ] [sig       ] [2214/3591] Completed NCZ in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:40.174641] [INFO ] [sig       ] [2215/3591] Forecasting NDAQ...
[2025-12-15T20:27:40.174671] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-15T20:27:40.174700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-15T20:27:40.185021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-15T20:27:40.185308] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-15T20:27:40.186061] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-15T20:27:40.186112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:40.186143] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:40.186170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:40.186226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:40.241693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:40.242277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:40.242388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:40.242421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:40.363117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:40.363218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:40.363255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:40.363283] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:40.366415] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=44.14%)
[2025-12-15T20:27:40.366692] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-15T20:27:40.366810] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:40.503602] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NDAQ.txt
[2025-12-15T20:27:40.503746] [INFO ] [sig       ] [2215/3591] Completed NDAQ in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:40.503786] [INFO ] [sig       ] [2216/3591] Forecasting NDMO...
[2025-12-15T20:27:40.503816] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-15T20:27:40.503845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-15T20:27:40.514556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-15T20:27:40.514874] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-15T20:27:40.515637] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-15T20:27:40.515688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:40.515719] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:40.515745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:40.515801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:40.570982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:40.571556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:40.571647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:40.571680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:40.689043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:40.689183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:40.689223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:40.689251] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:40.692464] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=75.27%)
[2025-12-15T20:27:40.692743] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-15T20:27:40.692860] [INFO ] [sig       ] NDMO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:40.829802] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NDMO.txt
[2025-12-15T20:27:40.829934] [INFO ] [sig       ] [2216/3591] Completed NDMO in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:40.829975] [INFO ] [sig       ] [2217/3591] Forecasting NDRA...
[2025-12-15T20:27:40.830007] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-15T20:27:40.830038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-15T20:27:40.840175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-15T20:27:40.840506] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-15T20:27:40.841294] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-15T20:27:40.841345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:40.841390] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:40.841419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:40.841475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:40.897041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:40.897637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:40.897713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:40.897745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:41.012883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:41.013021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:41.013059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:41.013088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:41.016289] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2025-12-15T20:27:41.016548] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-15T20:27:41.016682] [INFO ] [sig       ] NDRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:41.152923] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NDRA.txt
[2025-12-15T20:27:41.153039] [INFO ] [sig       ] [2217/3591] Completed NDRA in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:41.153077] [INFO ] [sig       ] [2218/3591] Forecasting NDSN...
[2025-12-15T20:27:41.153107] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-15T20:27:41.153136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-15T20:27:41.164128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-15T20:27:41.164426] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-15T20:27:41.165184] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-15T20:27:41.165235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:41.165267] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:41.165294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:41.165351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:41.219892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:41.220465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:41.220539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:41.220586] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:41.342710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:41.342830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:41.342869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:41.342898] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:41.346135] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=48.46%)
[2025-12-15T20:27:41.346394] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-15T20:27:41.346513] [INFO ] [sig       ] NDSN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:41.482449] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NDSN.txt
[2025-12-15T20:27:41.482607] [INFO ] [sig       ] [2218/3591] Completed NDSN in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:41.482650] [INFO ] [sig       ] [2219/3591] Forecasting NE...
[2025-12-15T20:27:41.482679] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-15T20:27:41.482708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-15T20:27:41.494015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-15T20:27:41.494357] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-15T20:27:41.495147] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-15T20:27:41.495197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:41.495252] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:41.495280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:41.495335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:41.550062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:41.550656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:41.550729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:41.550761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:41.666628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:41.666762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:41.666800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:41.666829] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:41.670049] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-15T20:27:41.670327] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-15T20:27:41.670446] [INFO ] [sig       ] NE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:41.808067] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NE.txt
[2025-12-15T20:27:41.808186] [INFO ] [sig       ] [2219/3591] Completed NE in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:41.808224] [INFO ] [sig       ] [2220/3591] Forecasting NEA...
[2025-12-15T20:27:41.808438] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-15T20:27:41.808466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-15T20:27:41.821120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-15T20:27:41.821498] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-15T20:27:41.822265] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-15T20:27:41.822316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:41.822347] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:41.822373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:41.822429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:41.879069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:41.879708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:41.879800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:41.879833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:42.003515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:42.003685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:42.003724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:42.003753] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:42.007086] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-12-15T20:27:42.007371] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-15T20:27:42.007493] [INFO ] [sig       ] NEA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:42.144303] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NEA.txt
[2025-12-15T20:27:42.144432] [INFO ] [sig       ] [2220/3591] Completed NEA in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:42.144470] [INFO ] [sig       ] [2221/3591] Forecasting NECB...
[2025-12-15T20:27:42.144498] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-15T20:27:42.144533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-15T20:27:42.155208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-15T20:27:42.155509] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-15T20:27:42.156263] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-15T20:27:42.156313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:42.156345] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:42.156371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:42.156426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:42.211823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:42.212409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:42.212483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:42.212515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:42.328790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:42.328933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:42.328991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:42.329026] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:42.332338] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-15T20:27:42.332635] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-15T20:27:42.332763] [INFO ] [sig       ] NECB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:42.471947] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NECB.txt
[2025-12-15T20:27:42.472065] [INFO ] [sig       ] [2221/3591] Completed NECB in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:42.472104] [INFO ] [sig       ] [2222/3591] Forecasting NEE...
[2025-12-15T20:27:42.472133] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-15T20:27:42.472163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-15T20:27:42.482845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-15T20:27:42.483168] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-15T20:27:42.483935] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-15T20:27:42.483988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:42.484026] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:42.484059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:42.484127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:42.539498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:42.540121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:42.540197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:42.540229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:42.655567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:42.655690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:42.655724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:42.655781] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:42.658983] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=38.75%)
[2025-12-15T20:27:42.659256] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-15T20:27:42.659376] [INFO ] [sig       ] NEE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:42.796937] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NEE.txt
[2025-12-15T20:27:42.797076] [INFO ] [sig       ] [2222/3591] Completed NEE in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:42.797122] [INFO ] [sig       ] [2223/3591] Forecasting NEGG...
[2025-12-15T20:27:42.797157] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-15T20:27:42.797188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-15T20:27:42.808022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-15T20:27:42.808324] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-15T20:27:42.809138] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-15T20:27:42.809197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:42.809228] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:42.809254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:42.809309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:42.865000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:42.865698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:42.865777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:42.865809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:42.981029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:42.981147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:42.981186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:42.981215] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:42.984420] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=78.47%)
[2025-12-15T20:27:42.984697] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-15T20:27:42.984817] [INFO ] [sig       ] NEGG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:43.120566] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NEGG.txt
[2025-12-15T20:27:43.120699] [INFO ] [sig       ] [2223/3591] Completed NEGG in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:43.120736] [INFO ] [sig       ] [2224/3591] Forecasting NEM...
[2025-12-15T20:27:43.120766] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-15T20:27:43.120796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-15T20:27:43.131660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-15T20:27:43.131974] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-15T20:27:43.132765] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-15T20:27:43.132815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:43.132846] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:43.132871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:43.132927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:43.196632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:43.197411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:43.197489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:43.197521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:43.317953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:43.318092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:43.318131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:43.318178] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:43.321386] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=48.52%)
[2025-12-15T20:27:43.321666] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-15T20:27:43.321784] [INFO ] [sig       ] NEM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:43.460113] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NEM.txt
[2025-12-15T20:27:43.460239] [INFO ] [sig       ] [2224/3591] Completed NEM in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-15T20:27:43.460278] [INFO ] [sig       ] [2225/3591] Forecasting NEO...
[2025-12-15T20:27:43.460306] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-15T20:27:43.460336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-15T20:27:43.471069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-15T20:27:43.471376] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-15T20:27:43.472165] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-15T20:27:43.472222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:43.472253] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:43.472279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:43.472334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:43.530082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:43.530857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:43.530938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:43.530971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:43.648982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:43.649121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:43.649164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:43.649193] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:43.652546] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-15T20:27:43.652825] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-15T20:27:43.652945] [INFO ] [sig       ] NEO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:43.792203] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NEO.txt
[2025-12-15T20:27:43.792313] [INFO ] [sig       ] [2225/3591] Completed NEO in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-15T20:27:43.792351] [INFO ] [sig       ] [2226/3591] Forecasting NEOG...
[2025-12-15T20:27:43.792381] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-15T20:27:43.792410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-15T20:27:43.802977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-15T20:27:43.803280] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-15T20:27:43.804030] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-15T20:27:43.804085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:43.804116] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:43.804143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:43.804199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:43.860291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:43.860939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:43.861016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:43.861049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:43.981903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:43.982055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:43.982100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:43.982135] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:43.985482] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-12-15T20:27:43.985771] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-15T20:27:43.985890] [INFO ] [sig       ] NEOG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:44.172173] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NEOG.txt
[2025-12-15T20:27:44.172304] [INFO ] [sig       ] [2226/3591] Completed NEOG in 0.4s | 2.93 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-15T20:27:44.172343] [INFO ] [sig       ] [2227/3591] Forecasting NEON...
[2025-12-15T20:27:44.172374] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-15T20:27:44.172403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-15T20:27:44.183642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-15T20:27:44.183973] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-15T20:27:44.184785] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-15T20:27:44.184838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:44.184870] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:44.184897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:44.184954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:44.242908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:44.243533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:44.243635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:44.243670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:44.364882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:44.365016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:44.365055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:44.365089] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:44.368301] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-15T20:27:44.368566] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-15T20:27:44.368701] [INFO ] [sig       ] NEON: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:44.508524] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NEON.txt
[2025-12-15T20:27:44.508656] [INFO ] [sig       ] [2227/3591] Completed NEON in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-15T20:27:44.508696] [INFO ] [sig       ] [2228/3591] Forecasting NEXA...
[2025-12-15T20:27:44.508726] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-15T20:27:44.508755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-15T20:27:44.519496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-15T20:27:44.519857] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-15T20:27:44.520707] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-15T20:27:44.520760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:44.520792] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:44.520819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:44.520889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:44.576975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:44.577592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:44.577671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:44.577704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:44.691854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:44.691989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:44.692030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:44.692058] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:44.695384] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=64.08%)
[2025-12-15T20:27:44.695678] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-15T20:27:44.695802] [INFO ] [sig       ] NEXA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:44.838688] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NEXA.txt
[2025-12-15T20:27:44.838819] [INFO ] [sig       ] [2228/3591] Completed NEXA in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:44.838858] [INFO ] [sig       ] [2229/3591] Forecasting NEXN...
[2025-12-15T20:27:44.838887] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-15T20:27:44.838916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-15T20:27:44.849480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-15T20:27:44.849803] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-15T20:27:44.850544] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-15T20:27:44.850615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:44.850647] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:44.850677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:44.850733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:44.906992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:44.907601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:44.907704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:44.907736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:45.028320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:45.028456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:45.028494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:45.028522] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:45.031761] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-15T20:27:45.032030] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-15T20:27:45.032150] [INFO ] [sig       ] NEXN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:45.170560] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NEXN.txt
[2025-12-15T20:27:45.170698] [INFO ] [sig       ] [2229/3591] Completed NEXN in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:45.170737] [INFO ] [sig       ] [2230/3591] Forecasting NFBK...
[2025-12-15T20:27:45.170767] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-15T20:27:45.170797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-15T20:27:45.181427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-15T20:27:45.181755] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-15T20:27:45.182507] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-15T20:27:45.182593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:45.182630] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:45.182661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:45.182723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:45.239146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:45.239759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:45.239836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:45.239866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:45.355543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:45.355664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:45.355701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:45.355729] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:45.358767] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=25.68%)
[2025-12-15T20:27:45.359038] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-15T20:27:45.359156] [INFO ] [sig       ] NFBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:45.500837] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NFBK.txt
[2025-12-15T20:27:45.500953] [INFO ] [sig       ] [2230/3591] Completed NFBK in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:45.500991] [INFO ] [sig       ] [2231/3591] Forecasting NFE...
[2025-12-15T20:27:45.501020] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-15T20:27:45.501055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-15T20:27:45.512335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-15T20:27:45.512656] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-15T20:27:45.513409] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-15T20:27:45.513459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:45.513491] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:45.513518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:45.513602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:45.568810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:45.569417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:45.569493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:45.569525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:45.691658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:45.691778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:45.691815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:45.691845] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:45.695155] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=13.68%)
[2025-12-15T20:27:45.695425] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-15T20:27:45.695547] [INFO ] [sig       ] NFE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:45.834407] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NFE.txt
[2025-12-15T20:27:45.834537] [INFO ] [sig       ] [2231/3591] Completed NFE in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:45.834595] [INFO ] [sig       ] [2232/3591] Forecasting NFG...
[2025-12-15T20:27:45.834628] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-15T20:27:45.834657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-15T20:27:45.845715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-15T20:27:45.846012] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-15T20:27:45.846776] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-15T20:27:45.846826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:45.846857] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:45.846883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:45.846940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:45.902308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:45.902916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:45.902991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:45.903022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:46.020749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:46.020861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:46.020898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:46.020928] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:46.024072] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=16.92%)
[2025-12-15T20:27:46.024371] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-15T20:27:46.024497] [INFO ] [sig       ] NFG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:46.164506] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NFG.txt
[2025-12-15T20:27:46.164694] [INFO ] [sig       ] [2232/3591] Completed NFG in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:46.164736] [INFO ] [sig       ] [2233/3591] Forecasting NFJ...
[2025-12-15T20:27:46.164765] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-15T20:27:46.164794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-15T20:27:46.175361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-15T20:27:46.175687] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-15T20:27:46.176427] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-15T20:27:46.176477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:46.176509] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:46.176535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:46.176613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:46.235499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:46.236147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:46.236229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:46.236262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:46.355188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:46.355337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:46.355376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:46.355403] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:46.358683] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=80.66%)
[2025-12-15T20:27:46.358945] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-15T20:27:46.359083] [INFO ] [sig       ] NFJ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:46.497593] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NFJ.txt
[2025-12-15T20:27:46.497719] [INFO ] [sig       ] [2233/3591] Completed NFJ in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:46.497759] [INFO ] [sig       ] [2234/3591] Forecasting NFLX...
[2025-12-15T20:27:46.497788] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-15T20:27:46.497817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-15T20:27:46.508724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-15T20:27:46.509051] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-15T20:27:46.509817] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-15T20:27:46.509867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:46.509898] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:46.509925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:46.509981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:46.566239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:46.566885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:46.566962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:46.566993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:46.686700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:46.686827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:46.686865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:46.686893] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:46.690170] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=60.34%)
[2025-12-15T20:27:46.690435] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-15T20:27:46.690554] [INFO ] [sig       ] NFLX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:46.827416] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NFLX.txt
[2025-12-15T20:27:46.827592] [INFO ] [sig       ] [2234/3591] Completed NFLX in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:46.827635] [INFO ] [sig       ] [2235/3591] Forecasting NFTY...
[2025-12-15T20:27:46.827664] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-15T20:27:46.827695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-15T20:27:46.838847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-15T20:27:46.839239] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-15T20:27:46.840006] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-15T20:27:46.840057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:46.840089] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:46.840115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:46.840171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:46.895258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:46.896121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:46.896216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:46.896248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:47.014652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:47.014817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:47.014863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:47.014893] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:47.018242] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-12-15T20:27:47.018547] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-15T20:27:47.018698] [INFO ] [sig       ] NFTY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:47.157703] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NFTY.txt
[2025-12-15T20:27:47.157850] [INFO ] [sig       ] [2235/3591] Completed NFTY in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:47.157900] [INFO ] [sig       ] [2236/3591] Forecasting NGG...
[2025-12-15T20:27:47.157932] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-15T20:27:47.157962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-15T20:27:47.168631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-15T20:27:47.168985] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-15T20:27:47.169791] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-15T20:27:47.169844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:47.169911] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:47.169950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:47.170032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:47.228467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:47.229367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:47.229453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:47.229486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:47.352256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:47.352406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:47.352446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:47.352474] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:47.355818] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-15T20:27:47.356083] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-15T20:27:47.356206] [INFO ] [sig       ] NGG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:47.498669] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NGG.txt
[2025-12-15T20:27:47.498827] [INFO ] [sig       ] [2236/3591] Completed NGG in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:47.498871] [INFO ] [sig       ] [2237/3591] Forecasting NGL...
[2025-12-15T20:27:47.498903] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-15T20:27:47.498932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-15T20:27:47.510059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-15T20:27:47.510474] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-15T20:27:47.511337] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-15T20:27:47.511394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:47.511425] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:47.511452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:47.511507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:47.569058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:47.569904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:47.569985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:47.570020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:47.690887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:47.691056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:47.691123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:47.691160] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:47.694744] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-12-15T20:27:47.695031] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-15T20:27:47.695159] [INFO ] [sig       ] NGL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:47.836815] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NGL.txt
[2025-12-15T20:27:47.836948] [INFO ] [sig       ] [2237/3591] Completed NGL in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:47.836989] [INFO ] [sig       ] [2238/3591] Forecasting NGNE...
[2025-12-15T20:27:47.837019] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-15T20:27:47.837048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-15T20:27:47.848543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-15T20:27:47.848871] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-15T20:27:47.849704] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-15T20:27:47.849756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:47.849788] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:47.849813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:47.849868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:47.910721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:47.911640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:47.911744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:47.911777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:48.029397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:48.029552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:48.029611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:48.029640] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:48.032923] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=71.06%)
[2025-12-15T20:27:48.033211] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-15T20:27:48.033345] [INFO ] [sig       ] NGNE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:48.169800] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NGNE.txt
[2025-12-15T20:27:48.169959] [INFO ] [sig       ] [2238/3591] Completed NGNE in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:48.170001] [INFO ] [sig       ] [2239/3591] Forecasting NGS...
[2025-12-15T20:27:48.170031] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-15T20:27:48.170062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-15T20:27:48.181730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-15T20:27:48.182131] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-15T20:27:48.182895] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-15T20:27:48.182947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:48.182979] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:48.183005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:48.183061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:48.239409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:48.240320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:48.240401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:48.240433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:48.359408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:48.359555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:48.359611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:48.359672] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:48.362957] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-12-15T20:27:48.363222] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-15T20:27:48.363345] [INFO ] [sig       ] NGS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:48.502970] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NGS.txt
[2025-12-15T20:27:48.503097] [INFO ] [sig       ] [2239/3591] Completed NGS in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:48.503136] [INFO ] [sig       ] [2240/3591] Forecasting NGVC...
[2025-12-15T20:27:48.503166] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-15T20:27:48.503196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-15T20:27:48.513807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-15T20:27:48.514122] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-15T20:27:48.514920] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-15T20:27:48.514971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:48.515002] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:48.515027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:48.515082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:48.570268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:48.570872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:48.570946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:48.570977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:48.690854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:48.690999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:48.691039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:48.691066] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:48.694309] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-12-15T20:27:48.694596] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-15T20:27:48.694718] [INFO ] [sig       ] NGVC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:48.832064] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NGVC.txt
[2025-12-15T20:27:48.832205] [INFO ] [sig       ] [2240/3591] Completed NGVC in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:48.832247] [INFO ] [sig       ] [2241/3591] Forecasting NHI...
[2025-12-15T20:27:48.832276] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-15T20:27:48.832305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-15T20:27:48.843040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-15T20:27:48.843352] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-15T20:27:48.844117] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-15T20:27:48.844173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:48.844235] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:48.844264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:48.844320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:48.900133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:48.900783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:48.900862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:48.900894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:49.024241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:49.024416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:49.024462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:49.024495] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:49.027986] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-15T20:27:49.028257] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-15T20:27:49.028389] [INFO ] [sig       ] NHI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:49.170860] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NHI.txt
[2025-12-15T20:27:49.170993] [INFO ] [sig       ] [2241/3591] Completed NHI in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:49.171032] [INFO ] [sig       ] [2242/3591] Forecasting NHTC...
[2025-12-15T20:27:49.171062] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-15T20:27:49.171092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-15T20:27:49.181878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-15T20:27:49.182214] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-15T20:27:49.183000] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-15T20:27:49.183051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:49.183083] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:49.183109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:49.183167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:49.239819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:49.240496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:49.240594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:49.240630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:49.350827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:49.350959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:49.350999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:49.351027] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:49.354320] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-15T20:27:49.354598] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-15T20:27:49.354719] [INFO ] [sig       ] NHTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:49.492008] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NHTC.txt
[2025-12-15T20:27:49.492141] [INFO ] [sig       ] [2242/3591] Completed NHTC in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-15T20:27:49.492187] [INFO ] [sig       ] [2243/3591] Forecasting NI...
[2025-12-15T20:27:49.492223] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-15T20:27:49.492259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-15T20:27:49.503310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-15T20:27:49.503668] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-15T20:27:49.504473] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-15T20:27:49.504524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:49.504555] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:49.504610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:49.504676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:49.560217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:49.560871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:49.560946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:49.560977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:49.681295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:49.681450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:49.681489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:49.681518] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:49.684913] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-15T20:27:49.685190] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-15T20:27:49.685331] [INFO ] [sig       ] NI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:49.824792] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NI.txt
[2025-12-15T20:27:49.824943] [INFO ] [sig       ] [2243/3591] Completed NI in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-15T20:27:49.824985] [INFO ] [sig       ] [2244/3591] Forecasting NIC...
[2025-12-15T20:27:49.825020] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-15T20:27:49.825054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-15T20:27:49.836259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-15T20:27:49.836619] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-15T20:27:49.837433] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-15T20:27:49.837486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:49.837518] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:49.837545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:49.837626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:49.895268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:49.895930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:49.896008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:49.896041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:50.016637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:50.016788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:50.016828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:50.016855] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:50.020183] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=24.40%)
[2025-12-15T20:27:50.020452] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-15T20:27:50.020589] [INFO ] [sig       ] NIC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:50.171727] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NIC.txt
[2025-12-15T20:27:50.171876] [INFO ] [sig       ] [2244/3591] Completed NIC in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-15T20:27:50.171916] [INFO ] [sig       ] [2245/3591] Forecasting NICE...
[2025-12-15T20:27:50.171951] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-15T20:27:50.171982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-15T20:27:50.183163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-15T20:27:50.183478] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-15T20:27:50.184307] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-15T20:27:50.184360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:50.184391] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:50.184417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:50.184472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:50.241597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:50.242330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:50.242411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:50.242445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:50.365545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:50.365680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:50.365718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:50.365746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:50.369148] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-12-15T20:27:50.369418] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-15T20:27:50.369546] [INFO ] [sig       ] NICE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:50.508366] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NICE.txt
[2025-12-15T20:27:50.508492] [INFO ] [sig       ] [2245/3591] Completed NICE in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-15T20:27:50.508530] [INFO ] [sig       ] [2246/3591] Forecasting NIE...
[2025-12-15T20:27:50.508559] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-15T20:27:50.508606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-15T20:27:50.519302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-15T20:27:50.519639] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-15T20:27:50.520408] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-15T20:27:50.520458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:50.520489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:50.520516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:50.520596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:50.577502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:50.578202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:50.578310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:50.578343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:50.696636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:50.696785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:50.696824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:50.696854] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:50.700439] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-15T20:27:50.700728] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-15T20:27:50.700852] [INFO ] [sig       ] NIE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:50.839819] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NIE.txt
[2025-12-15T20:27:50.839962] [INFO ] [sig       ] [2246/3591] Completed NIE in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:50.840002] [INFO ] [sig       ] [2247/3591] Forecasting NIKL...
[2025-12-15T20:27:50.840032] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-15T20:27:50.840061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-15T20:27:50.851328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-15T20:27:50.851739] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-15T20:27:50.852566] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-15T20:27:50.852636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:50.852669] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:50.852705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:50.852775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:50.912722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:50.913539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:50.913638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:50.913684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:51.026521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:51.026699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:51.026738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:51.026767] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:51.030026] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2025-12-15T20:27:51.030291] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-15T20:27:51.030412] [INFO ] [sig       ] NIKL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:51.165128] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NIKL.txt
[2025-12-15T20:27:51.165250] [INFO ] [sig       ] [2247/3591] Completed NIKL in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:51.165290] [INFO ] [sig       ] [2248/3591] Forecasting NIM...
[2025-12-15T20:27:51.165319] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-15T20:27:51.165348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-15T20:27:51.175105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-15T20:27:51.175411] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-15T20:27:51.176170] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-15T20:27:51.176220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:51.176255] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:51.176282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:51.176337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:51.231348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:51.231958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:51.232037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:51.232070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:51.335304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:51.335438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:51.335476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:51.335538] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:51.338738] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-15T20:27:51.339023] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-15T20:27:51.339143] [INFO ] [sig       ] NIM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:51.476223] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NIM.txt
[2025-12-15T20:27:51.476354] [INFO ] [sig       ] [2248/3591] Completed NIM in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:51.476394] [INFO ] [sig       ] [2249/3591] Forecasting NIO...
[2025-12-15T20:27:51.476425] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-15T20:27:51.476455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-15T20:27:51.486721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-15T20:27:51.487039] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-15T20:27:51.487802] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-15T20:27:51.487855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:51.487887] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:51.487914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:51.487971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:51.543554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:51.544195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:51.544270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:51.544304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:51.663275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:51.663421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:51.663460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:51.663490] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:51.666753] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=51.23%)
[2025-12-15T20:27:51.667019] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-15T20:27:51.667137] [INFO ] [sig       ] NIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:51.806112] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NIO.txt
[2025-12-15T20:27:51.806261] [INFO ] [sig       ] [2249/3591] Completed NIO in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:51.806301] [INFO ] [sig       ] [2250/3591] Forecasting NIPG...
[2025-12-15T20:27:51.806332] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-15T20:27:51.806365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-15T20:27:51.818102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-15T20:27:51.818451] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-15T20:27:51.819272] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-15T20:27:51.819336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:51.819375] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:51.819404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:51.819460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:51.876983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:51.877724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:51.877802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:51.877851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:51.999172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:51.999343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:51.999388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:51.999419] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:52.002986] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-12-15T20:27:52.003346] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-15T20:27:52.003489] [INFO ] [sig       ] NIPG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:52.168345] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NIPG.txt
[2025-12-15T20:27:52.168500] [INFO ] [sig       ] [2250/3591] Completed NIPG in 0.4s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:52.168542] [INFO ] [sig       ] [2251/3591] Forecasting NISN...
[2025-12-15T20:27:52.168588] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-15T20:27:52.168621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-15T20:27:52.180518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-15T20:27:52.180964] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-15T20:27:52.181918] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-15T20:27:52.181976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:52.182007] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:52.182035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:52.182092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:52.241714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:52.242640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:52.242728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:52.242760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:52.363757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:52.363958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:52.364025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:52.364076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:52.369329] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-12-15T20:27:52.369865] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-15T20:27:52.370074] [INFO ] [sig       ] NISN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:52.598245] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NISN.txt
[2025-12-15T20:27:52.598511] [INFO ] [sig       ] [2251/3591] Completed NISN in 0.4s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:52.598606] [INFO ] [sig       ] [2252/3591] Forecasting NITO...
[2025-12-15T20:27:52.598662] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-15T20:27:52.598705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-15T20:27:52.619229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-15T20:27:52.619798] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-15T20:27:52.621000] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-15T20:27:52.621072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:52.621129] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:52.621198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:52.621300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:52.697145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:52.698360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:52.698478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:52.698529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:52.849285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:52.849450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:52.849490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:52.849519] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:52.853768] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-15T20:27:52.854302] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-15T20:27:52.854505] [INFO ] [sig       ] NITO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:53.044808] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NITO.txt
[2025-12-15T20:27:53.044980] [INFO ] [sig       ] [2252/3591] Completed NITO in 0.4s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:53.045024] [INFO ] [sig       ] [2253/3591] Forecasting NKSH...
[2025-12-15T20:27:53.045054] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-15T20:27:53.045083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-15T20:27:53.058519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-15T20:27:53.059120] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-15T20:27:53.060539] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-15T20:27:53.060656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:53.060737] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:53.060781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:53.060863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:53.146060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:53.147229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:53.147343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:53.147397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:53.272157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:53.272322] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:27:53.272366] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:53.272394] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:53.276020] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=39.78%)
[2025-12-15T20:27:53.276350] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-15T20:27:53.276502] [INFO ] [sig       ] NKSH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:53.424594] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NKSH.txt
[2025-12-15T20:27:53.424810] [INFO ] [sig       ] [2253/3591] Completed NKSH in 0.4s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:53.424872] [INFO ] [sig       ] [2254/3591] Forecasting NKTX...
[2025-12-15T20:27:53.424912] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-15T20:27:53.424958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-15T20:27:53.445169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-15T20:27:53.445745] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-15T20:27:53.447118] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-15T20:27:53.447187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:53.447245] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:53.447302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:53.447410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:53.509537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:53.510442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:53.510558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:53.510615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:53.631362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:53.631525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:53.631565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:53.631630] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:53.635144] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-15T20:27:53.635472] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-15T20:27:53.635634] [INFO ] [sig       ] NKTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:53.778312] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NKTX.txt
[2025-12-15T20:27:53.778483] [INFO ] [sig       ] [2254/3591] Completed NKTX in 0.4s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:53.778541] [INFO ] [sig       ] [2255/3591] Forecasting NKX...
[2025-12-15T20:27:53.778592] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-15T20:27:53.778627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-15T20:27:53.790423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-15T20:27:53.790847] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-15T20:27:53.791710] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-15T20:27:53.791763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:53.791795] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:53.791821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:53.791877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:53.850398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:53.851290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:53.851389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:53.851429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:53.978480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:53.978639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:53.978679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:53.978707] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:53.982122] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-12-15T20:27:53.982433] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-15T20:27:53.982559] [INFO ] [sig       ] NKX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:54.121372] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NKX.txt
[2025-12-15T20:27:54.121524] [INFO ] [sig       ] [2255/3591] Completed NKX in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:54.121566] [INFO ] [sig       ] [2256/3591] Forecasting NLOP...
[2025-12-15T20:27:54.121619] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-15T20:27:54.121658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-15T20:27:54.133020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-15T20:27:54.133390] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-15T20:27:54.134180] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-15T20:27:54.134233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:54.134268] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:54.134297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:54.134354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:54.192564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:54.193528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:54.193667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:54.193721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:54.328161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:54.328308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:54.328348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:54.328407] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:54.331772] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=13.62%)
[2025-12-15T20:27:54.332041] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-15T20:27:54.332161] [INFO ] [sig       ] NLOP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:54.476745] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NLOP.txt
[2025-12-15T20:27:54.476954] [INFO ] [sig       ] [2256/3591] Completed NLOP in 0.4s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:54.477022] [INFO ] [sig       ] [2257/3591] Forecasting NLY...
[2025-12-15T20:27:54.477061] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-15T20:27:54.477092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-15T20:27:54.490131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-15T20:27:54.490555] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-15T20:27:54.491357] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-15T20:27:54.491410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:54.491442] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:54.491468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:54.491524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:54.551082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:54.551908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:54.551988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:54.552021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:54.671180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:54.671336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:54.671376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:54.671404] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:54.674862] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-15T20:27:54.675138] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-15T20:27:54.675261] [INFO ] [sig       ] NLY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:54.814048] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NLY.txt
[2025-12-15T20:27:54.814216] [INFO ] [sig       ] [2257/3591] Completed NLY in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:54.814264] [INFO ] [sig       ] [2258/3591] Forecasting NMAI...
[2025-12-15T20:27:54.814300] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-15T20:27:54.814335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-15T20:27:54.825813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-15T20:27:54.826157] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-15T20:27:54.826913] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-15T20:27:54.826965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:54.826995] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:54.827022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:54.827080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:54.882811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:54.883663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:54.883745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:54.883777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:54.999394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:54.999544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:54.999600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:54.999632] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:55.002906] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=39.60%)
[2025-12-15T20:27:55.003172] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-15T20:27:55.003294] [INFO ] [sig       ] NMAI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:55.140562] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NMAI.txt
[2025-12-15T20:27:55.140718] [INFO ] [sig       ] [2258/3591] Completed NMAI in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:55.140759] [INFO ] [sig       ] [2259/3591] Forecasting NMCO...
[2025-12-15T20:27:55.140789] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-15T20:27:55.140819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-15T20:27:55.151693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-15T20:27:55.152035] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-15T20:27:55.152790] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-15T20:27:55.152841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:55.152872] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:55.152898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:55.152954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:55.208250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:55.209062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:55.209142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:55.209174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:55.330659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:55.330803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:55.330843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:55.330870] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:55.334152] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-15T20:27:55.334416] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-15T20:27:55.334533] [INFO ] [sig       ] NMCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:55.471597] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NMCO.txt
[2025-12-15T20:27:55.471718] [INFO ] [sig       ] [2259/3591] Completed NMCO in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-15T20:27:55.471757] [INFO ] [sig       ] [2260/3591] Forecasting NMFC...
[2025-12-15T20:27:55.471786] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-15T20:27:55.471815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-15T20:27:55.482501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-15T20:27:55.482825] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-15T20:27:55.483614] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-15T20:27:55.483664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:55.483696] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:55.483723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:55.483779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:55.539041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:55.539659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:55.539736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:55.539767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:55.655819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:55.655959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:55.655998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:55.656027] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:55.659275] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-15T20:27:55.659543] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-15T20:27:55.659681] [INFO ] [sig       ] NMFC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:55.797279] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NMFC.txt
[2025-12-15T20:27:55.797395] [INFO ] [sig       ] [2260/3591] Completed NMFC in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-15T20:27:55.797434] [INFO ] [sig       ] [2261/3591] Forecasting NMG...
[2025-12-15T20:27:55.797465] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-15T20:27:55.797495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-15T20:27:55.808548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-15T20:27:55.808894] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-15T20:27:55.809753] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-15T20:27:55.809804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:55.809835] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:55.809861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:55.809916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:55.865425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:55.866250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:55.866330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:55.866362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:55.983533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:55.983704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:55.983745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:55.983774] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:55.987055] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=25.90%)
[2025-12-15T20:27:55.987330] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-15T20:27:55.987452] [INFO ] [sig       ] NMG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:56.128185] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NMG.txt
[2025-12-15T20:27:56.128351] [INFO ] [sig       ] [2261/3591] Completed NMG in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-15T20:27:56.128390] [INFO ] [sig       ] [2262/3591] Forecasting NMI...
[2025-12-15T20:27:56.128423] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-15T20:27:56.128453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-15T20:27:56.139042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-15T20:27:56.139463] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-15T20:27:56.140261] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-15T20:27:56.140313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:56.140347] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:56.140374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:56.140430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:56.195893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:56.196664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:56.196744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:56.196776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:56.303173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:56.303321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:56.303361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:56.303391] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:56.306784] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-15T20:27:56.307068] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-15T20:27:56.307195] [INFO ] [sig       ] NMI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:56.447875] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NMI.txt
[2025-12-15T20:27:56.448012] [INFO ] [sig       ] [2262/3591] Completed NMI in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-15T20:27:56.448052] [INFO ] [sig       ] [2263/3591] Forecasting NMIH...
[2025-12-15T20:27:56.448083] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-15T20:27:56.448112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-15T20:27:56.459756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-15T20:27:56.460127] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-15T20:27:56.460917] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-15T20:27:56.460967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:56.460997] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:56.461024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:56.461084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:56.518719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:56.519357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:56.519470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:56.519505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:56.629687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:56.629838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:56.629879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:56.629909] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:56.633259] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-12-15T20:27:56.633541] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-15T20:27:56.633687] [INFO ] [sig       ] NMIH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:56.773405] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NMIH.txt
[2025-12-15T20:27:56.773536] [INFO ] [sig       ] [2263/3591] Completed NMIH in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-15T20:27:56.773593] [INFO ] [sig       ] [2264/3591] Forecasting NMM...
[2025-12-15T20:27:56.773625] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-15T20:27:56.773655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-15T20:27:56.783836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-15T20:27:56.784150] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-15T20:27:56.784941] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-15T20:27:56.784993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:56.785024] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:56.785050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:56.785106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:56.840190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:56.840877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:56.840954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:56.840986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:56.956651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:56.956823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:56.956884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:56.956914] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:56.960382] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=28.37%)
[2025-12-15T20:27:56.960694] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-15T20:27:56.960827] [INFO ] [sig       ] NMM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:57.106853] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NMM.txt
[2025-12-15T20:27:57.106998] [INFO ] [sig       ] [2264/3591] Completed NMM in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:27:57.107037] [INFO ] [sig       ] [2265/3591] Forecasting NMRA...
[2025-12-15T20:27:57.107068] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-15T20:27:57.107098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-15T20:27:57.118166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-15T20:27:57.118494] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-15T20:27:57.119338] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-15T20:27:57.119410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:57.119443] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:57.119470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:57.119525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:57.176420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:57.177178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:57.177260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:57.177295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:57.304680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:57.304832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:57.304872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:57.304900] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:57.308445] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=43.82%)
[2025-12-15T20:27:57.308774] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-15T20:27:57.308909] [INFO ] [sig       ] NMRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:57.446445] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NMRA.txt
[2025-12-15T20:27:57.446567] [INFO ] [sig       ] [2265/3591] Completed NMRA in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:27:57.446625] [INFO ] [sig       ] [2266/3591] Forecasting NMRK...
[2025-12-15T20:27:57.446655] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-15T20:27:57.446683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-15T20:27:57.457420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-15T20:27:57.457758] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-15T20:27:57.458519] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-15T20:27:57.458588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:57.458623] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:57.458649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:57.458705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:57.513108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:57.513734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:57.513812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:57.513843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:57.636563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:57.636726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:57.636765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:57.636795] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:57.640246] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=16.06%)
[2025-12-15T20:27:57.640549] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-15T20:27:57.640716] [INFO ] [sig       ] NMRK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:57.782398] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NMRK.txt
[2025-12-15T20:27:57.782552] [INFO ] [sig       ] [2266/3591] Completed NMRK in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:27:57.782612] [INFO ] [sig       ] [2267/3591] Forecasting NN...
[2025-12-15T20:27:57.782645] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-15T20:27:57.782675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-15T20:27:57.794430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-15T20:27:57.794846] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-15T20:27:57.795640] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-15T20:27:57.795691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:57.795724] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:57.795751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:57.795809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:57.856874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:57.857764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:57.857845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:57.857878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:57.978360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:57.978508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:57.978545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:57.978591] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:57.981936] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=45.99%)
[2025-12-15T20:27:57.982208] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-15T20:27:57.982330] [INFO ] [sig       ] NN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:58.121366] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NN.txt
[2025-12-15T20:27:58.121523] [INFO ] [sig       ] [2267/3591] Completed NN in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:27:58.121566] [INFO ] [sig       ] [2268/3591] Forecasting NNDM...
[2025-12-15T20:27:58.121617] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-15T20:27:58.121649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-15T20:27:58.132784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-15T20:27:58.133097] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-15T20:27:58.134035] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-15T20:27:58.134105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:58.134144] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:58.134179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:58.134254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:58.193625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:58.194501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:58.194606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:58.194643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:58.318288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:58.318439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:58.318478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:58.318504] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:58.321795] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-12-15T20:27:58.322070] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-15T20:27:58.322193] [INFO ] [sig       ] NNDM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:58.458751] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NNDM.txt
[2025-12-15T20:27:58.458868] [INFO ] [sig       ] [2268/3591] Completed NNDM in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:27:58.458922] [INFO ] [sig       ] [2269/3591] Forecasting NNE...
[2025-12-15T20:27:58.459057] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-15T20:27:58.459118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-15T20:27:58.470421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-15T20:27:58.470773] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-15T20:27:58.471537] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-15T20:27:58.471608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:58.471641] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:58.471667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:58.471723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:58.526881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:58.527524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:58.527620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:58.527653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:58.653808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:58.653964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:58.654003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:58.654031] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:58.657380] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-15T20:27:58.657707] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-15T20:27:58.657828] [INFO ] [sig       ] NNE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:58.806208] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NNE.txt
[2025-12-15T20:27:58.806375] [INFO ] [sig       ] [2269/3591] Completed NNE in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:27:58.806416] [INFO ] [sig       ] [2270/3591] Forecasting NNI...
[2025-12-15T20:27:58.806449] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-15T20:27:58.806490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-15T20:27:58.819552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-15T20:27:58.820119] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-15T20:27:58.820908] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-15T20:27:58.820964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:58.821051] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:58.821081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:58.821139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:58.883996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:58.884920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:58.885018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:58.885053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:59.006999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:59.007152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:59.007191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:59.007220] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:59.010693] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-15T20:27:59.010984] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-15T20:27:59.011133] [INFO ] [sig       ] NNI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:27:59.153824] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NNI.txt
[2025-12-15T20:27:59.153954] [INFO ] [sig       ] [2270/3591] Completed NNI in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:27:59.153994] [INFO ] [sig       ] [2271/3591] Forecasting NNN...
[2025-12-15T20:27:59.154023] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-15T20:27:59.154053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-15T20:27:59.166297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-15T20:27:59.166676] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-15T20:27:59.167431] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-15T20:27:59.167492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:59.167529] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:59.167561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:59.167640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:59.223781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:59.224428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:59.224506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:59.224538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:59.341521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:59.341689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:59.341730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:59.341758] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:59.345077] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-15T20:27:59.345340] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-15T20:27:59.345465] [INFO ] [sig       ] NNN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:59.483394] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NNN.txt
[2025-12-15T20:27:59.483548] [INFO ] [sig       ] [2271/3591] Completed NNN in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:27:59.483609] [INFO ] [sig       ] [2272/3591] Forecasting NNOX...
[2025-12-15T20:27:59.483642] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-15T20:27:59.483673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-15T20:27:59.494995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-15T20:27:59.495351] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-15T20:27:59.496113] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-15T20:27:59.496164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:59.496195] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:59.496222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:59.496278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:59.551687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:59.552409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:59.552489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:59.552522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:27:59.680311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:27:59.680484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:27:59.680550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:27:59.680602] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:27:59.684732] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2025-12-15T20:27:59.685054] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-15T20:27:59.685194] [INFO ] [sig       ] NNOX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:27:59.832219] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NNOX.txt
[2025-12-15T20:27:59.832365] [INFO ] [sig       ] [2272/3591] Completed NNOX in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:27:59.832404] [INFO ] [sig       ] [2273/3591] Forecasting NNY...
[2025-12-15T20:27:59.832435] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-15T20:27:59.832465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-15T20:27:59.844302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-15T20:27:59.844733] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-15T20:27:59.845491] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-15T20:27:59.845541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:27:59.845598] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:27:59.845629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:27:59.845686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:27:59.902632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:27:59.903496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:27:59.903633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:27:59.903670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:00.014380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:00.014542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:00.014599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:00.014667] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:00.018126] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=57.49%)
[2025-12-15T20:28:00.018427] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-15T20:28:00.018558] [INFO ] [sig       ] NNY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:00.188132] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NNY.txt
[2025-12-15T20:28:00.188299] [INFO ] [sig       ] [2273/3591] Completed NNY in 0.4s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:28:00.188349] [INFO ] [sig       ] [2274/3591] Forecasting NOA...
[2025-12-15T20:28:00.188381] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-15T20:28:00.188412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-15T20:28:00.201501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-15T20:28:00.201953] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-15T20:28:00.202827] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-15T20:28:00.202887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:00.202919] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:00.202948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:00.203027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:00.261863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:00.262661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:00.262763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:00.262796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:00.389765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:00.389940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:00.389980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:00.390008] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:00.393971] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=78.81%)
[2025-12-15T20:28:00.394286] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-15T20:28:00.394418] [INFO ] [sig       ] NOA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:00.542448] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NOA.txt
[2025-12-15T20:28:00.542804] [INFO ] [sig       ] [2274/3591] Completed NOA in 0.4s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:28:00.542846] [INFO ] [sig       ] [2275/3591] Forecasting NOAH...
[2025-12-15T20:28:00.542875] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-15T20:28:00.542906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-15T20:28:00.555857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-15T20:28:00.556278] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-15T20:28:00.557098] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-15T20:28:00.557150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:00.557181] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:00.557206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:00.557263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:00.626949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:00.627827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:00.627916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:00.627951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:00.753044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:00.753208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:00.753249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:00.753277] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:00.756869] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=36.38%)
[2025-12-15T20:28:00.757143] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-15T20:28:00.757270] [INFO ] [sig       ] NOAH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:00.919527] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NOAH.txt
[2025-12-15T20:28:00.919699] [INFO ] [sig       ] [2275/3591] Completed NOAH in 0.4s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:28:00.919743] [INFO ] [sig       ] [2276/3591] Forecasting NODK...
[2025-12-15T20:28:00.919772] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-15T20:28:00.919802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-15T20:28:00.931010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-15T20:28:00.931434] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-15T20:28:00.932435] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-15T20:28:00.932489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:00.932541] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:00.932567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:00.932835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:00.992055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:00.992929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:00.993015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:00.993048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:01.105385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:01.105541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:01.105795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:01.105826] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:01.109592] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-15T20:28:01.109873] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-15T20:28:01.109998] [INFO ] [sig       ] NODK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:01.277316] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NODK.txt
[2025-12-15T20:28:01.277502] [INFO ] [sig       ] [2276/3591] Completed NODK in 0.4s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:28:01.277554] [INFO ] [sig       ] [2277/3591] Forecasting NOG...
[2025-12-15T20:28:01.277790] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-15T20:28:01.277823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-15T20:28:01.293426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-15T20:28:01.293941] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-15T20:28:01.294997] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-15T20:28:01.295061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:01.295104] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:01.295142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:01.295227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:01.368477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:01.369404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:01.369496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:01.369530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:01.498885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:01.499079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:01.499120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:01.499152] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:01.503103] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-12-15T20:28:01.503397] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-15T20:28:01.503542] [INFO ] [sig       ] NOG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:01.672373] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NOG.txt
[2025-12-15T20:28:01.672540] [INFO ] [sig       ] [2277/3591] Completed NOG in 0.4s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-15T20:28:01.672601] [INFO ] [sig       ] [2278/3591] Forecasting NOMD...
[2025-12-15T20:28:01.672829] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-15T20:28:01.672863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-15T20:28:01.685294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-15T20:28:01.685707] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-15T20:28:01.686502] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-15T20:28:01.686566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:01.686620] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:01.686648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:01.686704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:01.745782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:01.746692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:01.746777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:01.746810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:01.878087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:01.878242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:01.878289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:01.878330] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:01.882205] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-15T20:28:01.882478] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-15T20:28:01.882627] [INFO ] [sig       ] NOMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:02.030989] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NOMD.txt
[2025-12-15T20:28:02.031146] [INFO ] [sig       ] [2278/3591] Completed NOMD in 0.4s | 2.93 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-15T20:28:02.031216] [INFO ] [sig       ] [2279/3591] Forecasting NOTE...
[2025-12-15T20:28:02.031253] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-15T20:28:02.031284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-15T20:28:02.042657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-15T20:28:02.043196] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-15T20:28:02.044190] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-15T20:28:02.044242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:02.044274] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:02.044301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:02.044358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:02.103240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:02.103957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:02.104039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:02.104075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:02.230981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:02.231143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:02.231183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:02.231211] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:02.235091] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=20.06%)
[2025-12-15T20:28:02.235379] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-15T20:28:02.235505] [INFO ] [sig       ] NOTE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:02.386424] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NOTE.txt
[2025-12-15T20:28:02.386625] [INFO ] [sig       ] [2279/3591] Completed NOTE in 0.4s | 2.93 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-15T20:28:02.386672] [INFO ] [sig       ] [2280/3591] Forecasting NPCE...
[2025-12-15T20:28:02.386708] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-15T20:28:02.386738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-15T20:28:02.399535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-15T20:28:02.400176] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-15T20:28:02.401180] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-15T20:28:02.401231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:02.401262] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:02.401287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:02.401350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:02.462114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:02.463005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:02.463132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:02.463167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:02.597134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:02.597294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:02.597335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:02.597364] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:02.601223] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-15T20:28:02.601529] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-15T20:28:02.601697] [INFO ] [sig       ] NPCE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:02.748199] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NPCE.txt
[2025-12-15T20:28:02.748364] [INFO ] [sig       ] [2280/3591] Completed NPCE in 0.4s | 2.93 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-15T20:28:02.748410] [INFO ] [sig       ] [2281/3591] Forecasting NPFD...
[2025-12-15T20:28:02.748444] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-15T20:28:02.748476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-15T20:28:02.759468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-15T20:28:02.759888] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-15T20:28:02.760724] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-15T20:28:02.760777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:02.760810] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:02.760836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:02.760893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:02.819381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:02.820247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:02.820332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:02.820365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:02.941962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:02.942121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:02.942161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:02.942190] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:02.945660] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-15T20:28:02.946021] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-15T20:28:02.946185] [INFO ] [sig       ] NPFD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:03.092383] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NPFD.txt
[2025-12-15T20:28:03.092593] [INFO ] [sig       ] [2281/3591] Completed NPFD in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:03.092649] [INFO ] [sig       ] [2282/3591] Forecasting NPK...
[2025-12-15T20:28:03.092682] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-15T20:28:03.092713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-15T20:28:03.103993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-15T20:28:03.104389] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-15T20:28:03.105204] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-15T20:28:03.105263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:03.105296] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:03.105348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:03.105423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:03.163728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:03.164649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:03.164735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:03.164769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:03.290690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:03.290861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:03.290911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:03.290942] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:03.294275] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-12-15T20:28:03.294598] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-15T20:28:03.294733] [INFO ] [sig       ] NPK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:03.436661] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NPK.txt
[2025-12-15T20:28:03.436815] [INFO ] [sig       ] [2282/3591] Completed NPK in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:03.436857] [INFO ] [sig       ] [2283/3591] Forecasting NPO...
[2025-12-15T20:28:03.436889] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-15T20:28:03.436920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-15T20:28:03.447702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-15T20:28:03.448026] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-15T20:28:03.448845] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-15T20:28:03.448899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:03.448933] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:03.448989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:03.449049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:03.506984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:03.507729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:03.507809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:03.507843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:03.628246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:03.628396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:03.628435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:03.628481] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:03.631911] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-15T20:28:03.632184] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-15T20:28:03.632308] [INFO ] [sig       ] NPO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:03.771895] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NPO.txt
[2025-12-15T20:28:03.772067] [INFO ] [sig       ] [2283/3591] Completed NPO in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:03.772112] [INFO ] [sig       ] [2284/3591] Forecasting NQP...
[2025-12-15T20:28:03.772159] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-15T20:28:03.772195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-15T20:28:03.783125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-15T20:28:03.783474] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-15T20:28:03.784278] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-15T20:28:03.784331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:03.784364] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:03.784391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:03.784448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:03.845414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:03.846346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:03.846428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:03.846462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:03.970062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:03.970212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:03.970253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:03.970282] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:03.973620] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-15T20:28:03.973914] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-15T20:28:03.974042] [INFO ] [sig       ] NQP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:04.114180] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NQP.txt
[2025-12-15T20:28:04.114330] [INFO ] [sig       ] [2284/3591] Completed NQP in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:04.114370] [INFO ] [sig       ] [2285/3591] Forecasting NRC...
[2025-12-15T20:28:04.114399] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-15T20:28:04.114430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-15T20:28:04.128329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-15T20:28:04.128888] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-15T20:28:04.130526] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-15T20:28:04.130703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:04.130738] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:04.130765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:04.130842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:04.185944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:04.186813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:04.186902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:04.186953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:04.306033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:04.306197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:04.306238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:04.306265] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:04.309761] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-12-15T20:28:04.310033] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-15T20:28:04.310156] [INFO ] [sig       ] NRC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:04.447030] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NRC.txt
[2025-12-15T20:28:04.447170] [INFO ] [sig       ] [2285/3591] Completed NRC in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:04.447210] [INFO ] [sig       ] [2286/3591] Forecasting NRDS...
[2025-12-15T20:28:04.447241] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-15T20:28:04.447270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-15T20:28:04.459299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-15T20:28:04.459736] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-15T20:28:04.460919] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-15T20:28:04.460969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:04.461000] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:04.461026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:04.461081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:04.516523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:04.517336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:04.517418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:04.517451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:04.640632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:04.640822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:04.640870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:04.640902] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:04.644414] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-12-15T20:28:04.644742] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-15T20:28:04.644871] [INFO ] [sig       ] NRDS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:04.783015] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NRDS.txt
[2025-12-15T20:28:04.783164] [INFO ] [sig       ] [2286/3591] Completed NRDS in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:04.783205] [INFO ] [sig       ] [2287/3591] Forecasting NREF...
[2025-12-15T20:28:04.783236] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-15T20:28:04.783265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-15T20:28:04.794947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-15T20:28:04.795340] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-15T20:28:04.796165] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-15T20:28:04.796217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:04.796278] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:04.796306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:04.796377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:04.852998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:04.853914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:04.854000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:04.854033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:04.976723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:04.976888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:04.976927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:04.976957] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:04.980423] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-12-15T20:28:04.980750] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-15T20:28:04.980879] [INFO ] [sig       ] NREF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:05.119297] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NREF.txt
[2025-12-15T20:28:05.119434] [INFO ] [sig       ] [2287/3591] Completed NREF in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:05.119474] [INFO ] [sig       ] [2288/3591] Forecasting NRG...
[2025-12-15T20:28:05.119505] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-15T20:28:05.119536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-15T20:28:05.130739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-15T20:28:05.131103] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-15T20:28:05.131879] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-15T20:28:05.131930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:05.131961] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:05.131987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:05.132042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:05.187654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:05.188471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:05.188553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:05.188610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:05.313074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:05.313238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:05.313278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:05.313309] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:05.316800] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-12-15T20:28:05.317106] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-15T20:28:05.317254] [INFO ] [sig       ] NRG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:05.461295] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NRG.txt
[2025-12-15T20:28:05.461459] [INFO ] [sig       ] [2288/3591] Completed NRG in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:05.461503] [INFO ] [sig       ] [2289/3591] Forecasting NRIM...
[2025-12-15T20:28:05.461534] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-15T20:28:05.461567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-15T20:28:05.472463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-15T20:28:05.472875] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-15T20:28:05.473681] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-15T20:28:05.473749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:05.473783] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:05.473812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:05.473870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:05.532323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:05.533190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:05.533273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:05.533307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:05.670304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:05.670465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:05.670508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:05.670545] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:05.673935] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-15T20:28:05.674215] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-15T20:28:05.674347] [INFO ] [sig       ] NRIM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:05.816449] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NRIM.txt
[2025-12-15T20:28:05.816606] [INFO ] [sig       ] [2289/3591] Completed NRIM in 0.4s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:05.816649] [INFO ] [sig       ] [2290/3591] Forecasting NRIX...
[2025-12-15T20:28:05.816678] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-15T20:28:05.816708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-15T20:28:05.828414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-15T20:28:05.828783] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-15T20:28:05.829638] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-15T20:28:05.829691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:05.829723] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:05.829751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:05.829809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:05.887529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:05.888315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:05.888398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:05.888432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:06.017410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:06.017566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:06.017625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:06.017684] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:06.021593] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-15T20:28:06.021992] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-15T20:28:06.022145] [INFO ] [sig       ] NRIX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:06.164365] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NRIX.txt
[2025-12-15T20:28:06.164524] [INFO ] [sig       ] [2290/3591] Completed NRIX in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:06.164597] [INFO ] [sig       ] [2291/3591] Forecasting NRK...
[2025-12-15T20:28:06.164639] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-15T20:28:06.164677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-15T20:28:06.176694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-15T20:28:06.177062] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-15T20:28:06.178087] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-15T20:28:06.178142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:06.178176] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:06.178203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:06.178260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:06.235742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:06.236629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:06.236728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:06.236763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:06.352974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:06.353130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:06.353169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:06.353198] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:06.356504] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-12-15T20:28:06.356796] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-15T20:28:06.356921] [INFO ] [sig       ] NRK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:06.500376] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NRK.txt
[2025-12-15T20:28:06.500533] [INFO ] [sig       ] [2291/3591] Completed NRK in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:06.500606] [INFO ] [sig       ] [2292/3591] Forecasting NRP...
[2025-12-15T20:28:06.500645] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-15T20:28:06.500681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-15T20:28:06.511902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-15T20:28:06.512277] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-15T20:28:06.513044] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-15T20:28:06.513095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:06.513125] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:06.513151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:06.513207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:06.574633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:06.575622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:06.575718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:06.575754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:06.694356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:06.694522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:06.694565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:06.694624] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:06.698054] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-15T20:28:06.698345] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-15T20:28:06.698470] [INFO ] [sig       ] NRP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:06.838530] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NRP.txt
[2025-12-15T20:28:06.838721] [INFO ] [sig       ] [2292/3591] Completed NRP in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:06.838762] [INFO ] [sig       ] [2293/3591] Forecasting NRXP...
[2025-12-15T20:28:06.838794] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-15T20:28:06.838824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-15T20:28:06.850138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-15T20:28:06.850545] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-15T20:28:06.851375] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-15T20:28:06.851428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:06.851459] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:06.851487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:06.851548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:06.910118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:06.911005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:06.911094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:06.911128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:07.027838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:07.027989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:07.028030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:07.028058] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:07.031421] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=23.84%)
[2025-12-15T20:28:07.031747] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-15T20:28:07.031870] [INFO ] [sig       ] NRXP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:07.170945] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NRXP.txt
[2025-12-15T20:28:07.171076] [INFO ] [sig       ] [2293/3591] Completed NRXP in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:07.171115] [INFO ] [sig       ] [2294/3591] Forecasting NSC...
[2025-12-15T20:28:07.171145] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-15T20:28:07.171174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-15T20:28:07.182207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-15T20:28:07.182535] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-15T20:28:07.183325] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-15T20:28:07.183376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:07.183407] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:07.183434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:07.183490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:07.241297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:07.241959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:07.242042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:07.242075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:07.367159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:07.367347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:07.367398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:07.367435] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:07.371238] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-15T20:28:07.371556] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-15T20:28:07.371743] [INFO ] [sig       ] NSC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:07.512629] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NSC.txt
[2025-12-15T20:28:07.512758] [INFO ] [sig       ] [2294/3591] Completed NSC in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-15T20:28:07.512800] [INFO ] [sig       ] [2295/3591] Forecasting NSP...
[2025-12-15T20:28:07.512830] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-15T20:28:07.512859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-15T20:28:07.524014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-15T20:28:07.524321] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-15T20:28:07.525122] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-15T20:28:07.525173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:07.525204] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:07.525230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:07.525294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:07.580605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:07.581251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:07.581343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:07.581377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:07.711315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:07.711465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:07.711504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:07.711533] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:07.714913] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-12-15T20:28:07.715182] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-15T20:28:07.715301] [INFO ] [sig       ] NSP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:07.856605] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NSP.txt
[2025-12-15T20:28:07.856757] [INFO ] [sig       ] [2295/3591] Completed NSP in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-15T20:28:07.856797] [INFO ] [sig       ] [2296/3591] Forecasting NSSC...
[2025-12-15T20:28:07.856827] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-15T20:28:07.856856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-15T20:28:07.868748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-15T20:28:07.869092] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-15T20:28:07.869850] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-15T20:28:07.869902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:07.869933] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:07.869959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:07.870014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:07.927505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:07.928402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:07.928489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:07.928523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:08.055224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:08.055436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:08.055478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:08.055508] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:08.059008] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=63.84%)
[2025-12-15T20:28:08.059276] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-15T20:28:08.059397] [INFO ] [sig       ] NSSC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:08.198980] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NSSC.txt
[2025-12-15T20:28:08.199139] [INFO ] [sig       ] [2296/3591] Completed NSSC in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-15T20:28:08.199179] [INFO ] [sig       ] [2297/3591] Forecasting NTAP...
[2025-12-15T20:28:08.199210] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-15T20:28:08.199239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-15T20:28:08.210926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-15T20:28:08.211335] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-15T20:28:08.212170] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-15T20:28:08.212222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:08.212252] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:08.212278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:08.212334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:08.269189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:08.270101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:08.270218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:08.270254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:08.394004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:08.394154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:08.394195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:08.394225] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:08.397493] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=37.72%)
[2025-12-15T20:28:08.397781] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-15T20:28:08.397903] [INFO ] [sig       ] NTAP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:08.535905] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NTAP.txt
[2025-12-15T20:28:08.536061] [INFO ] [sig       ] [2297/3591] Completed NTAP in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-15T20:28:08.536103] [INFO ] [sig       ] [2298/3591] Forecasting NTB...
[2025-12-15T20:28:08.536133] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-15T20:28:08.536163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-15T20:28:08.547312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-15T20:28:08.547677] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-15T20:28:08.548423] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-15T20:28:08.548473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:08.548504] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:08.548530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:08.548607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:08.604898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:08.605739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:08.605819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:08.605851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:08.719364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:08.719483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:08.719520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:08.719549] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:08.722766] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=68.12%)
[2025-12-15T20:28:08.723028] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-15T20:28:08.723148] [INFO ] [sig       ] NTB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:08.862941] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NTB.txt
[2025-12-15T20:28:08.863057] [INFO ] [sig       ] [2298/3591] Completed NTB in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-15T20:28:08.863096] [INFO ] [sig       ] [2299/3591] Forecasting NTES...
[2025-12-15T20:28:08.863125] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-15T20:28:08.863153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-15T20:28:08.875236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-15T20:28:08.875680] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-15T20:28:08.876503] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-15T20:28:08.876558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:08.876618] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:08.876647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:08.876706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:08.934655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:08.935562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:08.935690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:08.935725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:09.063374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:09.063547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:09.063608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:09.063638] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:09.067252] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=79.31%)
[2025-12-15T20:28:09.067619] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-15T20:28:09.067794] [INFO ] [sig       ] NTES: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:09.212343] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NTES.txt
[2025-12-15T20:28:09.212492] [INFO ] [sig       ] [2299/3591] Completed NTES in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:09.212533] [INFO ] [sig       ] [2300/3591] Forecasting NTIC...
[2025-12-15T20:28:09.212562] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-15T20:28:09.212611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-15T20:28:09.222980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-15T20:28:09.223321] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-15T20:28:09.224102] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-15T20:28:09.224154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:09.224203] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:09.224233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:09.224291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:09.281455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:09.282326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:09.282415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:09.282450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:09.388947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:09.389140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:09.389179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:09.389210] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:09.392731] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-15T20:28:09.393075] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-15T20:28:09.393215] [INFO ] [sig       ] NTIC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:09.536589] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NTIC.txt
[2025-12-15T20:28:09.536792] [INFO ] [sig       ] [2300/3591] Completed NTIC in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:09.536839] [INFO ] [sig       ] [2301/3591] Forecasting NTLA...
[2025-12-15T20:28:09.536868] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-15T20:28:09.536897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-15T20:28:09.548067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-15T20:28:09.548429] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-15T20:28:09.549310] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-15T20:28:09.549363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:09.549394] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:09.549421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:09.549476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:09.606393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:09.607263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:09.607353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:09.607388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:09.732388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:09.732549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:09.732612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:09.732649] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:09.735960] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-12-15T20:28:09.736220] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-15T20:28:09.736339] [INFO ] [sig       ] NTLA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:09.878447] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NTLA.txt
[2025-12-15T20:28:09.878619] [INFO ] [sig       ] [2301/3591] Completed NTLA in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:09.878664] [INFO ] [sig       ] [2302/3591] Forecasting NTNX...
[2025-12-15T20:28:09.878696] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-15T20:28:09.878726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-15T20:28:09.891526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-15T20:28:09.891931] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-15T20:28:09.892797] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-15T20:28:09.892856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:09.892888] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:09.892915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:09.892970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:09.950793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:09.951635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:09.951718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:09.951751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:10.070301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:10.070451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:10.070490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:10.070519] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:10.073996] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-15T20:28:10.074270] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-15T20:28:10.074395] [INFO ] [sig       ] NTNX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:10.217430] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NTNX.txt
[2025-12-15T20:28:10.217592] [INFO ] [sig       ] [2302/3591] Completed NTNX in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:10.217635] [INFO ] [sig       ] [2303/3591] Forecasting NTRA...
[2025-12-15T20:28:10.217665] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-15T20:28:10.217693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-15T20:28:10.229112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-15T20:28:10.229437] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-15T20:28:10.230255] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-15T20:28:10.230307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:10.230338] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:10.230365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:10.230420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:10.288295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:10.289173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:10.289257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:10.289291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:10.409103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:10.409255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:10.409294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:10.409325] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:10.412615] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-15T20:28:10.412908] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-15T20:28:10.413032] [INFO ] [sig       ] NTRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:10.553804] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NTRA.txt
[2025-12-15T20:28:10.553956] [INFO ] [sig       ] [2303/3591] Completed NTRA in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:10.554005] [INFO ] [sig       ] [2304/3591] Forecasting NTRB...
[2025-12-15T20:28:10.554035] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-15T20:28:10.554065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-15T20:28:10.565096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-15T20:28:10.565481] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-15T20:28:10.566270] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-15T20:28:10.566322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:10.566382] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:10.566412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:10.566469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:10.624179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:10.625223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:10.625308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:10.625343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:10.743107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:10.743259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:10.743300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:10.743329] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:10.746702] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-12-15T20:28:10.746976] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-15T20:28:10.747096] [INFO ] [sig       ] NTRB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:10.887644] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NTRB.txt
[2025-12-15T20:28:10.887794] [INFO ] [sig       ] [2304/3591] Completed NTRB in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:10.887837] [INFO ] [sig       ] [2305/3591] Forecasting NTRS...
[2025-12-15T20:28:10.887866] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-15T20:28:10.887895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-15T20:28:10.898986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-15T20:28:10.899374] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-15T20:28:10.900145] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-15T20:28:10.900197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:10.900228] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:10.900255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:10.900313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:10.958112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:10.958829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:10.958911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:10.958945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:11.076929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:11.077100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:11.077140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:11.077169] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:11.080453] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=59.28%)
[2025-12-15T20:28:11.080740] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-15T20:28:11.080897] [INFO ] [sig       ] NTRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:11.218446] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NTRS.txt
[2025-12-15T20:28:11.218602] [INFO ] [sig       ] [2305/3591] Completed NTRS in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:11.218645] [INFO ] [sig       ] [2306/3591] Forecasting NTRSO...
[2025-12-15T20:28:11.218675] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-15T20:28:11.218704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-15T20:28:11.230699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-15T20:28:11.231075] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-15T20:28:11.231885] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-15T20:28:11.231940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:11.231974] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:11.232002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:11.232060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:11.288253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:11.289054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:11.289135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:11.289168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:11.406864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:11.407015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:11.407055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:11.407085] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:11.410627] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=62.57%)
[2025-12-15T20:28:11.410901] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-15T20:28:11.411024] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:11.546038] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NTRSO.txt
[2025-12-15T20:28:11.546168] [INFO ] [sig       ] [2306/3591] Completed NTRSO in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:11.546211] [INFO ] [sig       ] [2307/3591] Forecasting NUKK...
[2025-12-15T20:28:11.546242] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-15T20:28:11.546272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-15T20:28:11.557241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-15T20:28:11.557557] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-15T20:28:11.558309] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-15T20:28:11.558359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:11.558390] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:11.558416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:11.558472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:11.614290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:11.614925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:11.615004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:11.615037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:11.740698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:11.740849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:11.740905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:11.740965] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:11.744223] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=30.31%)
[2025-12-15T20:28:11.744491] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-15T20:28:11.744632] [INFO ] [sig       ] NUKK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:11.884163] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NUKK.txt
[2025-12-15T20:28:11.884289] [INFO ] [sig       ] [2307/3591] Completed NUKK in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:11.884328] [INFO ] [sig       ] [2308/3591] Forecasting NUS...
[2025-12-15T20:28:11.884358] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-15T20:28:11.884388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-15T20:28:11.895187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-15T20:28:11.895524] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-15T20:28:11.896307] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-15T20:28:11.896369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:11.896401] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:11.896433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:11.896490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:11.952147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:11.952910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:11.952988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:11.953020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:12.074503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:12.074679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:12.074720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:12.074749] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:12.078055] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-12-15T20:28:12.078318] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-15T20:28:12.078438] [INFO ] [sig       ] NUS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:12.213906] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NUS.txt
[2025-12-15T20:28:12.214046] [INFO ] [sig       ] [2308/3591] Completed NUS in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:12.214086] [INFO ] [sig       ] [2309/3591] Forecasting NUTX...
[2025-12-15T20:28:12.214116] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-15T20:28:12.214146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-15T20:28:12.224811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-15T20:28:12.225155] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-15T20:28:12.225912] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-15T20:28:12.225962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:12.225993] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:12.226019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:12.226075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:12.280408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:12.281092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:12.281184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:12.281217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:12.398295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:12.398455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:12.398497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:12.398526] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:12.402060] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=37.70%)
[2025-12-15T20:28:12.402410] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-15T20:28:12.402550] [INFO ] [sig       ] NUTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:12.547865] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NUTX.txt
[2025-12-15T20:28:12.548016] [INFO ] [sig       ] [2309/3591] Completed NUTX in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:12.548056] [INFO ] [sig       ] [2310/3591] Forecasting NUVB...
[2025-12-15T20:28:12.548087] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-15T20:28:12.548117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-15T20:28:12.559547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-15T20:28:12.559941] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-15T20:28:12.560742] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-15T20:28:12.560805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:12.560844] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:12.560872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:12.560928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:12.621056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:12.621937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:12.622021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:12.622079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:12.747338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:12.747494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:12.747533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:12.747561] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:12.751158] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-15T20:28:12.751463] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-15T20:28:12.751630] [INFO ] [sig       ] NUVB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:12.903092] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NUVB.txt
[2025-12-15T20:28:12.903236] [INFO ] [sig       ] [2310/3591] Completed NUVB in 0.4s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:12.903289] [INFO ] [sig       ] [2311/3591] Forecasting NUVL...
[2025-12-15T20:28:12.903325] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-15T20:28:12.903356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-15T20:28:12.914695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-15T20:28:12.915110] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-15T20:28:12.915990] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-15T20:28:12.916044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:12.916092] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:12.916121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:12.916179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:12.978267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:12.979182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:12.979270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:12.979308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:13.102988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:13.103144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:13.103184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:13.103214] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:13.106665] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: UP (p=74.68%)
[2025-12-15T20:28:13.106986] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-15T20:28:13.107141] [INFO ] [sig       ] NUVL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:13.243837] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NUVL.txt
[2025-12-15T20:28:13.243981] [INFO ] [sig       ] [2311/3591] Completed NUVL in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:13.244022] [INFO ] [sig       ] [2312/3591] Forecasting NUWE...
[2025-12-15T20:28:13.244050] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-15T20:28:13.244080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-15T20:28:13.257394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-15T20:28:13.257865] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-15T20:28:13.258881] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-15T20:28:13.258945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:13.259020] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:13.259059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:13.259139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:13.318486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:13.319388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:13.319473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:13.319506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:13.438450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:13.438616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:13.438657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:13.438686] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:13.442153] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2025-12-15T20:28:13.442422] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-15T20:28:13.442542] [INFO ] [sig       ] NUWE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:13.580601] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NUWE.txt
[2025-12-15T20:28:13.580760] [INFO ] [sig       ] [2312/3591] Completed NUWE in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-15T20:28:13.580814] [INFO ] [sig       ] [2313/3591] Forecasting NVAX...
[2025-12-15T20:28:13.580854] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-15T20:28:13.580896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-15T20:28:13.592392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-15T20:28:13.592794] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-15T20:28:13.593560] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-15T20:28:13.593627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:13.593658] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:13.593685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:13.593741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:13.649727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:13.650461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:13.650544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:13.650595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:13.770060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:13.770227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:13.770267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:13.770296] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:13.773945] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=45.42%)
[2025-12-15T20:28:13.774227] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-15T20:28:13.774355] [INFO ] [sig       ] NVAX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:13.914092] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NVAX.txt
[2025-12-15T20:28:13.914253] [INFO ] [sig       ] [2313/3591] Completed NVAX in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-15T20:28:13.914294] [INFO ] [sig       ] [2314/3591] Forecasting NVD...
[2025-12-15T20:28:13.914324] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-15T20:28:13.914352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-15T20:28:13.925253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-15T20:28:13.925620] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-15T20:28:13.926388] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-15T20:28:13.926438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:13.926469] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:13.926496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:13.926552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:13.982053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:13.982832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:13.982951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:13.982984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:14.094961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:14.095119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:14.095159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:14.095189] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:14.098604] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-15T20:28:14.098910] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-15T20:28:14.099065] [INFO ] [sig       ] NVD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:14.238332] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NVD.txt
[2025-12-15T20:28:14.238518] [INFO ] [sig       ] [2314/3591] Completed NVD in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-15T20:28:14.238588] [INFO ] [sig       ] [2315/3591] Forecasting NVDA...
[2025-12-15T20:28:14.238638] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-15T20:28:14.238680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-15T20:28:14.251596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-15T20:28:14.252009] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-15T20:28:14.252781] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-15T20:28:14.252832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:14.252863] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:14.252890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:14.252946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:14.309823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:14.310524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:14.310622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:14.310658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:14.435866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:14.436015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:14.436057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:14.436086] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:14.439376] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2025-12-15T20:28:14.439656] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-15T20:28:14.439781] [INFO ] [sig       ] NVDA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:14.580095] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NVDA.txt
[2025-12-15T20:28:14.580248] [INFO ] [sig       ] [2315/3591] Completed NVDA in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-15T20:28:14.580290] [INFO ] [sig       ] [2316/3591] Forecasting NVDD...
[2025-12-15T20:28:14.580318] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-15T20:28:14.580348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-15T20:28:14.590925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-15T20:28:14.591288] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-15T20:28:14.592117] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-15T20:28:14.592168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:14.592200] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:14.592227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:14.592282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:14.654408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:14.655320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:14.655405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:14.655439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:14.777522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:14.777691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:14.777733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:14.777761] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:14.781205] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=54.83%)
[2025-12-15T20:28:14.781488] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-15T20:28:14.781635] [INFO ] [sig       ] NVDD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:14.921324] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NVDD.txt
[2025-12-15T20:28:14.921454] [INFO ] [sig       ] [2316/3591] Completed NVDD in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:14.921493] [INFO ] [sig       ] [2317/3591] Forecasting NVDL...
[2025-12-15T20:28:14.921523] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-15T20:28:14.921552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-15T20:28:14.932391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-15T20:28:14.932723] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-15T20:28:14.933527] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-15T20:28:14.933605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:14.933641] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:14.933671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:14.933729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:14.991144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:14.991847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:14.991926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:14.991960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:15.114052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:15.114203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:15.114242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:15.114271] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:15.117605] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=76.70%)
[2025-12-15T20:28:15.117872] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-15T20:28:15.117996] [INFO ] [sig       ] NVDL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:15.257514] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NVDL.txt
[2025-12-15T20:28:15.257679] [INFO ] [sig       ] [2317/3591] Completed NVDL in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:15.257720] [INFO ] [sig       ] [2318/3591] Forecasting NVDS...
[2025-12-15T20:28:15.257751] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-15T20:28:15.257781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-15T20:28:15.268162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-15T20:28:15.268512] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-15T20:28:15.269313] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-15T20:28:15.269365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:15.269396] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:15.269424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:15.269480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:15.324952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:15.325567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:15.325663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:15.325695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:15.444595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:15.444742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:15.444783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:15.444829] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:15.448112] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-15T20:28:15.448375] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-15T20:28:15.448493] [INFO ] [sig       ] NVDS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:15.584981] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NVDS.txt
[2025-12-15T20:28:15.585115] [INFO ] [sig       ] [2318/3591] Completed NVDS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:15.585155] [INFO ] [sig       ] [2319/3591] Forecasting NVEC...
[2025-12-15T20:28:15.585185] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-15T20:28:15.585214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-15T20:28:15.595782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-15T20:28:15.596104] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-15T20:28:15.596865] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-15T20:28:15.596915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:15.596946] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:15.596973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:15.597029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:15.652196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:15.653051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:15.653134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:15.653166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:15.769906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:15.770064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:15.770103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:15.770132] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:15.773370] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=48.86%)
[2025-12-15T20:28:15.773661] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-15T20:28:15.773781] [INFO ] [sig       ] NVEC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:15.913381] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NVEC.txt
[2025-12-15T20:28:15.913522] [INFO ] [sig       ] [2319/3591] Completed NVEC in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:15.913562] [INFO ] [sig       ] [2320/3591] Forecasting NVG...
[2025-12-15T20:28:15.913610] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-15T20:28:15.913641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-15T20:28:15.924405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-15T20:28:15.924764] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-15T20:28:15.925534] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-15T20:28:15.925602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:15.925636] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:15.925662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:15.925719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:15.981067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:15.981827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:15.981906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:15.981955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:16.109654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:16.109808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:16.109853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:16.109889] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:16.113137] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-15T20:28:16.113403] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-15T20:28:16.113521] [INFO ] [sig       ] NVG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:16.251992] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NVG.txt
[2025-12-15T20:28:16.252145] [INFO ] [sig       ] [2320/3591] Completed NVG in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:16.252184] [INFO ] [sig       ] [2321/3591] Forecasting NVGS...
[2025-12-15T20:28:16.252215] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-15T20:28:16.252245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-15T20:28:16.263006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-15T20:28:16.263342] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-15T20:28:16.264101] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-15T20:28:16.264152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:16.264213] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:16.264242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:16.264303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:16.319746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:16.320535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:16.320634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:16.320668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:16.440530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:16.440716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:16.440757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:16.440786] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:16.444367] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=7.86%)
[2025-12-15T20:28:16.444752] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-15T20:28:16.444888] [INFO ] [sig       ] NVGS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:16.584060] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NVGS.txt
[2025-12-15T20:28:16.584202] [INFO ] [sig       ] [2321/3591] Completed NVGS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:16.584242] [INFO ] [sig       ] [2322/3591] Forecasting NVMI...
[2025-12-15T20:28:16.584273] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-15T20:28:16.584303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-15T20:28:16.594730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-15T20:28:16.595050] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-15T20:28:16.595820] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-15T20:28:16.595870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:16.595901] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:16.595941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:16.596004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:16.651697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:16.652413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:16.652493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:16.652526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:16.767499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:16.767675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:16.767717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:16.767746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:16.771237] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-15T20:28:16.771538] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-15T20:28:16.771691] [INFO ] [sig       ] NVMI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:16.911239] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NVMI.txt
[2025-12-15T20:28:16.911365] [INFO ] [sig       ] [2322/3591] Completed NVMI in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:16.911405] [INFO ] [sig       ] [2323/3591] Forecasting NVO...
[2025-12-15T20:28:16.911435] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-15T20:28:16.911464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-15T20:28:16.922147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-15T20:28:16.922468] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-15T20:28:16.923258] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-15T20:28:16.923309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:16.923342] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:16.923369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:16.923426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:16.980898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:16.981637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:16.981718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:16.981751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:17.099902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:17.100054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:17.100093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:17.100122] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:17.103400] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-15T20:28:17.103692] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-15T20:28:17.103828] [INFO ] [sig       ] NVO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:17.243556] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NVO.txt
[2025-12-15T20:28:17.243707] [INFO ] [sig       ] [2323/3591] Completed NVO in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:17.243749] [INFO ] [sig       ] [2324/3591] Forecasting NVRI...
[2025-12-15T20:28:17.243778] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-15T20:28:17.243809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-15T20:28:17.254886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-15T20:28:17.255225] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-15T20:28:17.256089] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-15T20:28:17.256142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:17.256174] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:17.256202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:17.256261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:17.314213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:17.314921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:17.315008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:17.315042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:17.438010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:17.438160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:17.438200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:17.438257] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:17.441552] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=50.26%)
[2025-12-15T20:28:17.441834] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-15T20:28:17.441956] [INFO ] [sig       ] NVRI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:17.580404] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NVRI.txt
[2025-12-15T20:28:17.580586] [INFO ] [sig       ] [2324/3591] Completed NVRI in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:17.580647] [INFO ] [sig       ] [2325/3591] Forecasting NVS...
[2025-12-15T20:28:17.580682] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-15T20:28:17.580714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-15T20:28:17.594556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-15T20:28:17.594950] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-15T20:28:17.595762] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-15T20:28:17.595813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:17.595846] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:17.595873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:17.595930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:17.651838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:17.652644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:17.652723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:17.652755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:17.773641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:17.773802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:17.773851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:17.773886] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:17.777212] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=51.16%)
[2025-12-15T20:28:17.777480] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-15T20:28:17.777621] [INFO ] [sig       ] NVS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:17.919563] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NVS.txt
[2025-12-15T20:28:17.919744] [INFO ] [sig       ] [2325/3591] Completed NVS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:17.919783] [INFO ] [sig       ] [2326/3591] Forecasting NVTS...
[2025-12-15T20:28:17.919814] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-15T20:28:17.919850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-15T20:28:17.930991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-15T20:28:17.931391] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-15T20:28:17.932226] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-15T20:28:17.932283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:17.932316] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:17.932344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:17.932404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:17.989691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:17.990537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:17.990642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:17.990678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:18.105092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:18.105241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:18.105283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:18.105315] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:18.108791] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=62.98%)
[2025-12-15T20:28:18.109093] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-15T20:28:18.109216] [INFO ] [sig       ] NVTS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:18.247125] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NVTS.txt
[2025-12-15T20:28:18.247253] [INFO ] [sig       ] [2326/3591] Completed NVTS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:18.247293] [INFO ] [sig       ] [2327/3591] Forecasting NVX...
[2025-12-15T20:28:18.247323] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-15T20:28:18.247352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-15T20:28:18.258557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-15T20:28:18.258908] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-15T20:28:18.259956] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-15T20:28:18.260011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:18.260045] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:18.260072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:18.260136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:18.317070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:18.317805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:18.317883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:18.317915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:18.440004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:18.440151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:18.440190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:18.440218] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:18.443493] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: DOWN (p=28.91%)
[2025-12-15T20:28:18.443774] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-15T20:28:18.443918] [INFO ] [sig       ] NVX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:18.583294] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NVX.txt
[2025-12-15T20:28:18.583441] [INFO ] [sig       ] [2327/3591] Completed NVX in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:18.583483] [INFO ] [sig       ] [2328/3591] Forecasting NWBI...
[2025-12-15T20:28:18.583515] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-15T20:28:18.583547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-15T20:28:18.594961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-15T20:28:18.595340] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-15T20:28:18.596174] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-15T20:28:18.596228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:18.596261] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:18.596290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:18.596348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:18.652113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:18.652890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:18.652969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:18.653002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:18.770950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:18.771106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:18.771145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:18.771174] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:18.774502] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-15T20:28:18.774827] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-15T20:28:18.774972] [INFO ] [sig       ] NWBI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:18.925143] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NWBI.txt
[2025-12-15T20:28:18.925299] [INFO ] [sig       ] [2328/3591] Completed NWBI in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:18.925339] [INFO ] [sig       ] [2329/3591] Forecasting NWE...
[2025-12-15T20:28:18.925371] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-15T20:28:18.925402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-15T20:28:18.936852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-15T20:28:18.937239] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-15T20:28:18.938009] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-15T20:28:18.938059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:18.938090] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:18.938116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:18.938173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:18.994287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:18.995130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:18.995210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:18.995243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:19.116796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:19.116952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:19.116993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:19.117023] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:19.120427] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=70.27%)
[2025-12-15T20:28:19.120728] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-15T20:28:19.120863] [INFO ] [sig       ] NWE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:19.260151] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NWE.txt
[2025-12-15T20:28:19.260305] [INFO ] [sig       ] [2329/3591] Completed NWE in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:19.260348] [INFO ] [sig       ] [2330/3591] Forecasting NWFL...
[2025-12-15T20:28:19.260377] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-15T20:28:19.260406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-15T20:28:19.270768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-15T20:28:19.271167] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-15T20:28:19.272002] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-15T20:28:19.272055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:19.272087] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:19.272115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:19.272173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:19.330710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:19.331594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:19.331683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:19.331717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:19.438896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:19.439084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:19.439125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:19.439155] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:19.442439] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=36.87%)
[2025-12-15T20:28:19.442719] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-15T20:28:19.442838] [INFO ] [sig       ] NWFL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:19.586828] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NWFL.txt
[2025-12-15T20:28:19.586961] [INFO ] [sig       ] [2330/3591] Completed NWFL in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-15T20:28:19.587001] [INFO ] [sig       ] [2331/3591] Forecasting NWG...
[2025-12-15T20:28:19.587030] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-15T20:28:19.587059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-15T20:28:19.598981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-15T20:28:19.599299] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-15T20:28:19.600131] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-15T20:28:19.600183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:19.600218] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:19.600251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:19.600321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:19.658135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:19.658754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:19.658859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:19.658895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:19.779958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:19.780126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:19.780167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:19.780198] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:19.783784] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-15T20:28:19.784091] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-15T20:28:19.784221] [INFO ] [sig       ] NWG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:19.926135] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NWG.txt
[2025-12-15T20:28:19.926283] [INFO ] [sig       ] [2331/3591] Completed NWG in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-15T20:28:19.926323] [INFO ] [sig       ] [2332/3591] Forecasting NWL...
[2025-12-15T20:28:19.926354] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-15T20:28:19.926383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-15T20:28:19.937669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-15T20:28:19.938014] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-15T20:28:19.938777] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-15T20:28:19.938827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:19.938858] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:19.938885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:19.938942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:19.994602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:19.995453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:19.995536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:19.995569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:20.117372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:20.117531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:20.117586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:20.117618] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:20.120928] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-12-15T20:28:20.121203] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-15T20:28:20.121327] [INFO ] [sig       ] NWL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:20.260706] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NWL.txt
[2025-12-15T20:28:20.260834] [INFO ] [sig       ] [2332/3591] Completed NWL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-15T20:28:20.260874] [INFO ] [sig       ] [2333/3591] Forecasting NWPX...
[2025-12-15T20:28:20.260903] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-15T20:28:20.260932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-15T20:28:20.270925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-15T20:28:20.271220] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-15T20:28:20.272028] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-15T20:28:20.272080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:20.272110] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:20.272136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:20.272195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:20.327914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:20.328588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:20.328666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:20.328698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:20.449087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:20.449237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:20.449276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:20.449304] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:20.452611] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=68.30%)
[2025-12-15T20:28:20.452875] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-15T20:28:20.452992] [INFO ] [sig       ] NWPX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:20.591989] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NWPX.txt
[2025-12-15T20:28:20.592117] [INFO ] [sig       ] [2333/3591] Completed NWPX in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-15T20:28:20.592156] [INFO ] [sig       ] [2334/3591] Forecasting NWS...
[2025-12-15T20:28:20.592186] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-15T20:28:20.592215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-15T20:28:20.602774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-15T20:28:20.603083] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-15T20:28:20.603865] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-15T20:28:20.603915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:20.603945] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:20.603971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:20.604026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:20.661011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:20.661618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:20.661695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:20.661726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:20.782091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:20.782211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:20.782249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:20.782279] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:20.785608] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-12-15T20:28:20.785882] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-15T20:28:20.786004] [INFO ] [sig       ] NWS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:20.923291] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NWS.txt
[2025-12-15T20:28:20.923449] [INFO ] [sig       ] [2334/3591] Completed NWS in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:20.923489] [INFO ] [sig       ] [2335/3591] Forecasting NWSA...
[2025-12-15T20:28:20.923519] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-15T20:28:20.923548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-15T20:28:20.933990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-15T20:28:20.934303] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-15T20:28:20.935061] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-15T20:28:20.935145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:20.935178] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:20.935205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:20.935262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:20.991176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:20.991828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:20.991904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:20.991936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:21.108702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:21.108859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:21.108900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:21.108928] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:21.112250] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-12-15T20:28:21.112536] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-15T20:28:21.112683] [INFO ] [sig       ] NWSA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:21.254156] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NWSA.txt
[2025-12-15T20:28:21.254313] [INFO ] [sig       ] [2335/3591] Completed NWSA in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:21.254354] [INFO ] [sig       ] [2336/3591] Forecasting NX...
[2025-12-15T20:28:21.254385] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-15T20:28:21.254416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-15T20:28:21.265443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-15T20:28:21.265819] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-15T20:28:21.266776] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-15T20:28:21.266826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:21.266857] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:21.266883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:21.266938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:21.322804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:21.323644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:21.323725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:21.323758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:21.445724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:21.445879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:21.445920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:21.445949] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:21.449305] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=69.91%)
[2025-12-15T20:28:21.449564] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-15T20:28:21.449703] [INFO ] [sig       ] NX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:21.585821] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NX.txt
[2025-12-15T20:28:21.585955] [INFO ] [sig       ] [2336/3591] Completed NX in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:21.585994] [INFO ] [sig       ] [2337/3591] Forecasting NXC...
[2025-12-15T20:28:21.586023] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-15T20:28:21.586052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-15T20:28:21.596248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-15T20:28:21.596622] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-15T20:28:21.597362] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-15T20:28:21.597413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:21.597445] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:21.597471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:21.597527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:21.652385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:21.653004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:21.653080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:21.653112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:21.756020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:21.756171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:21.756210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:21.756238] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:21.759660] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=62.87%)
[2025-12-15T20:28:21.759948] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-15T20:28:21.760097] [INFO ] [sig       ] NXC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:21.898499] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NXC.txt
[2025-12-15T20:28:21.898660] [INFO ] [sig       ] [2337/3591] Completed NXC in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:21.898703] [INFO ] [sig       ] [2338/3591] Forecasting NXE...
[2025-12-15T20:28:21.898732] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-15T20:28:21.898762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-15T20:28:21.909649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-15T20:28:21.909981] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-15T20:28:21.910753] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-15T20:28:21.910802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:21.910859] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:21.910887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:21.910944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:21.967336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:21.968022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:21.968100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:21.968132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:22.087128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:22.087290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:22.087331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:22.087360] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:22.090674] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=17.31%)
[2025-12-15T20:28:22.090938] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-15T20:28:22.091064] [INFO ] [sig       ] NXE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:22.229199] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NXE.txt
[2025-12-15T20:28:22.229360] [INFO ] [sig       ] [2338/3591] Completed NXE in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:22.229410] [INFO ] [sig       ] [2339/3591] Forecasting NXG...
[2025-12-15T20:28:22.229442] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-15T20:28:22.229473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-15T20:28:22.240514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-15T20:28:22.240891] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-15T20:28:22.241671] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-15T20:28:22.241722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:22.241752] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:22.241777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:22.241833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:22.296936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:22.297803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:22.297886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:22.297917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:22.415051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:22.415218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:22.415257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:22.415285] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:22.418651] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-12-15T20:28:22.418930] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-15T20:28:22.419086] [INFO ] [sig       ] NXG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:22.558621] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NXG.txt
[2025-12-15T20:28:22.558771] [INFO ] [sig       ] [2339/3591] Completed NXG in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:22.558812] [INFO ] [sig       ] [2340/3591] Forecasting NXGL...
[2025-12-15T20:28:22.558842] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-15T20:28:22.558872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-15T20:28:22.569555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-15T20:28:22.569924] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-15T20:28:22.570679] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-15T20:28:22.570728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:22.570760] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:22.570787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:22.570842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:22.626751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:22.627558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:22.627658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:22.627691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:22.742778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:22.742934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:22.742972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:22.743001] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:22.746257] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-15T20:28:22.746518] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-15T20:28:22.746671] [INFO ] [sig       ] NXGL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:22.886117] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NXGL.txt
[2025-12-15T20:28:22.886271] [INFO ] [sig       ] [2340/3591] Completed NXGL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:22.886312] [INFO ] [sig       ] [2341/3591] Forecasting NXP...
[2025-12-15T20:28:22.886341] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-15T20:28:22.886371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-15T20:28:22.897266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-15T20:28:22.897652] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-15T20:28:22.898402] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-15T20:28:22.898452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:22.898481] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:22.898506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:22.898561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:22.954218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:22.955070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:22.955154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:22.955186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:23.075469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:23.075642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:23.075682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:23.075747] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:23.079261] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2025-12-15T20:28:23.079594] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-15T20:28:23.079731] [INFO ] [sig       ] NXP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:23.228836] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NXP.txt
[2025-12-15T20:28:23.229013] [INFO ] [sig       ] [2341/3591] Completed NXP in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:23.229057] [INFO ] [sig       ] [2342/3591] Forecasting NXPI...
[2025-12-15T20:28:23.229087] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-15T20:28:23.229117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-15T20:28:23.239933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-15T20:28:23.240309] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-15T20:28:23.241105] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-15T20:28:23.241159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:23.241191] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:23.241218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:23.241275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:23.296682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:23.297543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:23.297645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:23.297678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:23.423104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:23.423271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:23.423342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:23.423374] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:23.427167] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: UP (p=61.28%)
[2025-12-15T20:28:23.427484] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-15T20:28:23.427663] [INFO ] [sig       ] NXPI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:23.576379] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NXPI.txt
[2025-12-15T20:28:23.576532] [INFO ] [sig       ] [2342/3591] Completed NXPI in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:23.576596] [INFO ] [sig       ] [2343/3591] Forecasting NYXH...
[2025-12-15T20:28:23.576638] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-15T20:28:23.576669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-15T20:28:23.588359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-15T20:28:23.588812] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-15T20:28:23.589681] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-15T20:28:23.589735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:23.589767] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:23.589795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:23.589854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:23.647709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:23.648565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:23.648672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:23.648708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:23.771154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:23.771324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:23.771374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:23.771416] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:23.775039] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=79.17%)
[2025-12-15T20:28:23.775342] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-15T20:28:23.775475] [INFO ] [sig       ] NYXH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:23.914751] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/NYXH.txt
[2025-12-15T20:28:23.914883] [INFO ] [sig       ] [2343/3591] Completed NYXH in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:23.914923] [INFO ] [sig       ] [2344/3591] Forecasting NZF...
[2025-12-15T20:28:23.914957] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-15T20:28:23.914995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-15T20:28:23.926109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-15T20:28:23.926428] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-15T20:28:23.927203] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-15T20:28:23.927255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:23.927285] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:23.927310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:23.927365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:23.983190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:23.984033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:23.984130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:23.984163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:24.104067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:24.104217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:24.104257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:24.104285] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:24.107534] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-15T20:28:24.107814] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-15T20:28:24.107934] [INFO ] [sig       ] NZF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:24.246449] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/NZF.txt
[2025-12-15T20:28:24.246592] [INFO ] [sig       ] [2344/3591] Completed NZF in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:24.246637] [INFO ] [sig       ] [2345/3591] Forecasting OABI...
[2025-12-15T20:28:24.246666] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-15T20:28:24.246695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-15T20:28:24.257318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-15T20:28:24.257652] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-15T20:28:24.258436] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-15T20:28:24.258486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:24.258517] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:24.258543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:24.258624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:24.314408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:24.315141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:24.315223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:24.315256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:24.435817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:24.435969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:24.436013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:24.436043] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:24.439378] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=33.36%)
[2025-12-15T20:28:24.439663] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-15T20:28:24.439785] [INFO ] [sig       ] OABI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:24.579476] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OABI.txt
[2025-12-15T20:28:24.579621] [INFO ] [sig       ] [2345/3591] Completed OABI in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:24.579664] [INFO ] [sig       ] [2346/3591] Forecasting OBDC...
[2025-12-15T20:28:24.579693] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-15T20:28:24.579721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-15T20:28:24.591249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-15T20:28:24.591612] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-15T20:28:24.592381] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-15T20:28:24.592433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:24.592479] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:24.592506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:24.592565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:24.648623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:24.649398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:24.649480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:24.649511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:24.767591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:24.767741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:24.767779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:24.767808] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:24.771105] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-15T20:28:24.771369] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-15T20:28:24.771487] [INFO ] [sig       ] OBDC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:24.908822] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OBDC.txt
[2025-12-15T20:28:24.908943] [INFO ] [sig       ] [2346/3591] Completed OBDC in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:24.909009] [INFO ] [sig       ] [2347/3591] Forecasting OBIL...
[2025-12-15T20:28:24.909046] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-15T20:28:24.909082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-15T20:28:24.919775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-15T20:28:24.920139] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-15T20:28:24.920948] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-15T20:28:24.921001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:24.921034] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:24.921061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:24.921116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:24.976716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:24.977445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:24.977524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:24.977556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:25.085940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:25.086095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:25.086132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:25.086160] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:25.089481] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-15T20:28:25.089763] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-15T20:28:25.089883] [INFO ] [sig       ] OBIL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:25.225945] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OBIL.txt
[2025-12-15T20:28:25.226087] [INFO ] [sig       ] [2347/3591] Completed OBIL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:25.226127] [INFO ] [sig       ] [2348/3591] Forecasting OBIO...
[2025-12-15T20:28:25.226155] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-15T20:28:25.226184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-15T20:28:25.237257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-15T20:28:25.237620] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-15T20:28:25.238364] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-15T20:28:25.238414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:25.238445] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:25.238472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:25.238529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:25.293832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:25.294719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:25.294841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:25.294874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:25.409775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:25.409931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:25.409970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:25.410003] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:25.413317] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-15T20:28:25.413600] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-15T20:28:25.413721] [INFO ] [sig       ] OBIO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:25.554104] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OBIO.txt
[2025-12-15T20:28:25.554260] [INFO ] [sig       ] [2348/3591] Completed OBIO in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-15T20:28:25.554303] [INFO ] [sig       ] [2349/3591] Forecasting OBK...
[2025-12-15T20:28:25.554332] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-15T20:28:25.554362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-15T20:28:25.565377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-15T20:28:25.565797] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-15T20:28:25.566608] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-15T20:28:25.566662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:25.566693] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:25.566718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:25.566774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:25.622896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:25.623942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:25.624030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:25.624063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:25.742408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:25.742553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:25.742611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:25.742641] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:25.745919] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=41.14%)
[2025-12-15T20:28:25.746182] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-15T20:28:25.746298] [INFO ] [sig       ] OBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:25.884508] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OBK.txt
[2025-12-15T20:28:25.884663] [INFO ] [sig       ] [2349/3591] Completed OBK in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-15T20:28:25.884704] [INFO ] [sig       ] [2350/3591] Forecasting OC...
[2025-12-15T20:28:25.884740] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-15T20:28:25.884771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-15T20:28:25.895649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-15T20:28:25.895989] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-15T20:28:25.896753] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-15T20:28:25.896804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:25.896835] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:25.896861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:25.896917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:25.952650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:25.953400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:25.953480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:25.953513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:26.072023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:26.072156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:26.072194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:26.072223] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:26.075429] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-12-15T20:28:26.075715] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-15T20:28:26.075833] [INFO ] [sig       ] OC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:26.229269] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OC.txt
[2025-12-15T20:28:26.229424] [INFO ] [sig       ] [2350/3591] Completed OC in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-15T20:28:26.229466] [INFO ] [sig       ] [2351/3591] Forecasting OCCI...
[2025-12-15T20:28:26.229495] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-15T20:28:26.229525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-15T20:28:26.240053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-15T20:28:26.240425] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-15T20:28:26.241224] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-15T20:28:26.241276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:26.241308] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:26.241333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:26.241388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:26.297378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:26.298230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:26.298314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:26.298354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:26.434831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:26.434983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:26.435024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:26.435054] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:26.438499] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-15T20:28:26.438819] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-15T20:28:26.438981] [INFO ] [sig       ] OCCI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:26.582976] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OCCI.txt
[2025-12-15T20:28:26.583177] [INFO ] [sig       ] [2351/3591] Completed OCCI in 0.4s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:26.583221] [INFO ] [sig       ] [2352/3591] Forecasting OCFC...
[2025-12-15T20:28:26.583253] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-15T20:28:26.583284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-15T20:28:26.594273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-15T20:28:26.594640] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-15T20:28:26.595401] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-15T20:28:26.595452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:26.595482] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:26.595508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:26.595563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:26.656819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:26.657663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:26.657745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:26.657779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:26.783607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:26.783760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:26.783800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:26.783829] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:26.787215] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-15T20:28:26.787514] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-15T20:28:26.787661] [INFO ] [sig       ] OCFC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:26.928082] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OCFC.txt
[2025-12-15T20:28:26.928210] [INFO ] [sig       ] [2352/3591] Completed OCFC in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:26.928250] [INFO ] [sig       ] [2353/3591] Forecasting OCGN...
[2025-12-15T20:28:26.928279] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-15T20:28:26.928308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-15T20:28:26.939334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-15T20:28:26.939675] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-15T20:28:26.940432] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-15T20:28:26.940484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:26.940514] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:26.940541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:26.940614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:26.996483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:26.997098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:26.997177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:26.997211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:27.116821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:27.116963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:27.117015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:27.117061] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:27.120425] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=40.49%)
[2025-12-15T20:28:27.120713] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-15T20:28:27.120836] [INFO ] [sig       ] OCGN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:27.262637] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OCGN.txt
[2025-12-15T20:28:27.262793] [INFO ] [sig       ] [2353/3591] Completed OCGN in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:27.262833] [INFO ] [sig       ] [2354/3591] Forecasting OCSL...
[2025-12-15T20:28:27.262863] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-15T20:28:27.262892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-15T20:28:27.274832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-15T20:28:27.275315] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-15T20:28:27.276213] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-15T20:28:27.276283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:27.276318] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:27.276347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:27.276408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:27.333218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:27.334131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:27.334218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:27.334251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:27.455711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:27.455876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:27.455918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:27.455948] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:27.459441] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-15T20:28:27.459752] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-15T20:28:27.459889] [INFO ] [sig       ] OCSL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:27.604751] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OCSL.txt
[2025-12-15T20:28:27.604893] [INFO ] [sig       ] [2354/3591] Completed OCSL in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:27.604936] [INFO ] [sig       ] [2355/3591] Forecasting OCUL...
[2025-12-15T20:28:27.604968] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-15T20:28:27.604999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-15T20:28:27.617119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-15T20:28:27.617481] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-15T20:28:27.618273] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-15T20:28:27.618327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:27.618390] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:27.618420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:27.618478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:27.675200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:27.675801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:27.675876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:27.675922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:27.797506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:27.797662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:27.797701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:27.797730] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:27.800997] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-15T20:28:27.801286] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-15T20:28:27.801407] [INFO ] [sig       ] OCUL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:27.938148] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OCUL.txt
[2025-12-15T20:28:27.938279] [INFO ] [sig       ] [2355/3591] Completed OCUL in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:27.938319] [INFO ] [sig       ] [2356/3591] Forecasting ODC...
[2025-12-15T20:28:27.938348] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-15T20:28:27.938379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-15T20:28:27.949168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-15T20:28:27.949519] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-15T20:28:27.950322] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-15T20:28:27.950375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:27.950407] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:27.950436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:27.950494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:28.007812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:28.008428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:28.008507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:28.008541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:28.125806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:28.125958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:28.125998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:28.126025] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:28.129287] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-15T20:28:28.129548] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-15T20:28:28.129687] [INFO ] [sig       ] ODC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:28.272486] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ODC.txt
[2025-12-15T20:28:28.272651] [INFO ] [sig       ] [2356/3591] Completed ODC in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:28.272709] [INFO ] [sig       ] [2357/3591] Forecasting ODD...
[2025-12-15T20:28:28.272741] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-15T20:28:28.272771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-15T20:28:28.284284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-15T20:28:28.284636] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-15T20:28:28.285410] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-15T20:28:28.285463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:28.285495] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:28.285524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:28.285626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:28.342120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:28.342763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:28.342841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:28.342873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:28.460366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:28.460521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:28.460560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:28.460606] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:28.463889] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-15T20:28:28.464150] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-15T20:28:28.464267] [INFO ] [sig       ] ODD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:28.649585] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ODD.txt
[2025-12-15T20:28:28.649723] [INFO ] [sig       ] [2357/3591] Completed ODD in 0.4s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:28.649763] [INFO ] [sig       ] [2358/3591] Forecasting ODFL...
[2025-12-15T20:28:28.649793] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-15T20:28:28.649823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-15T20:28:28.661138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-15T20:28:28.661676] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-15T20:28:28.662638] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-15T20:28:28.662689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:28.662720] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:28.662745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:28.662800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:28.718616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:28.719332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:28.719411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:28.719444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:28.840524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:28.840674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:28.840713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:28.840770] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:28.844057] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-12-15T20:28:28.844347] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-15T20:28:28.844468] [INFO ] [sig       ] ODFL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:28.985493] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ODFL.txt
[2025-12-15T20:28:28.985666] [INFO ] [sig       ] [2358/3591] Completed ODFL in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:28.985710] [INFO ] [sig       ] [2359/3591] Forecasting OEC...
[2025-12-15T20:28:28.985739] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-15T20:28:28.985770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-15T20:28:28.997846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-15T20:28:28.998304] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-15T20:28:28.999202] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-15T20:28:28.999274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:28.999310] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:28.999338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:28.999395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:29.057395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:29.058268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:29.058351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:29.058385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:29.184778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:29.184952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:29.184993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:29.185021] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:29.188507] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=27.43%)
[2025-12-15T20:28:29.188797] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-15T20:28:29.188922] [INFO ] [sig       ] OEC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:29.325972] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OEC.txt
[2025-12-15T20:28:29.326116] [INFO ] [sig       ] [2359/3591] Completed OEC in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:29.326156] [INFO ] [sig       ] [2360/3591] Forecasting OESX...
[2025-12-15T20:28:29.326185] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-15T20:28:29.326214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-15T20:28:29.336221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-15T20:28:29.336584] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-15T20:28:29.337334] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-15T20:28:29.337385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:29.337416] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:29.337442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:29.337499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:29.392032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:29.392748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:29.392828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:29.392860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:29.510259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:29.510411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:29.510451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:29.510483] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:29.513821] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: DOWN (p=38.64%)
[2025-12-15T20:28:29.514089] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-15T20:28:29.514210] [INFO ] [sig       ] OESX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:29.657397] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OESX.txt
[2025-12-15T20:28:29.657556] [INFO ] [sig       ] [2360/3591] Completed OESX in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:29.657622] [INFO ] [sig       ] [2361/3591] Forecasting OFG...
[2025-12-15T20:28:29.657655] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-15T20:28:29.657687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-15T20:28:29.668708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-15T20:28:29.669154] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-15T20:28:29.670036] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-15T20:28:29.670088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:29.670119] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:29.670146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:29.670203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:29.731496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:29.732560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:29.732667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:29.732701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:29.851895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:29.852045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:29.852085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:29.852115] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:29.855479] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-15T20:28:29.855769] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-15T20:28:29.855893] [INFO ] [sig       ] OFG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:29.993898] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OFG.txt
[2025-12-15T20:28:29.994027] [INFO ] [sig       ] [2361/3591] Completed OFG in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:29.994065] [INFO ] [sig       ] [2362/3591] Forecasting OFIX...
[2025-12-15T20:28:29.994095] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-15T20:28:29.994126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-15T20:28:30.004729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-15T20:28:30.005078] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-15T20:28:30.005847] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-15T20:28:30.005898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:30.005930] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:30.005957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:30.006016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:30.077515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:30.078622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:30.078728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:30.078773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:30.197640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:30.197792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:30.197833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:30.197862] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:30.201140] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-12-15T20:28:30.201408] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-15T20:28:30.201529] [INFO ] [sig       ] OFIX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:30.337998] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OFIX.txt
[2025-12-15T20:28:30.338133] [INFO ] [sig       ] [2362/3591] Completed OFIX in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:30.338173] [INFO ] [sig       ] [2363/3591] Forecasting OFLX...
[2025-12-15T20:28:30.338203] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-15T20:28:30.338232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-15T20:28:30.348599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-15T20:28:30.348932] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-15T20:28:30.349737] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-15T20:28:30.349788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:30.349819] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:30.349846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:30.349902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:30.404954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:30.405682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:30.405763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:30.405796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:30.522224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:30.522373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:30.522411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:30.522439] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:30.525758] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-12-15T20:28:30.526035] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-15T20:28:30.526162] [INFO ] [sig       ] OFLX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:30.665794] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OFLX.txt
[2025-12-15T20:28:30.665919] [INFO ] [sig       ] [2363/3591] Completed OFLX in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:30.665959] [INFO ] [sig       ] [2364/3591] Forecasting OFS...
[2025-12-15T20:28:30.665993] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-15T20:28:30.666022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-15T20:28:30.676243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-15T20:28:30.676565] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-15T20:28:30.677329] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-15T20:28:30.677380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:30.677411] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:30.677437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:30.677494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:30.733408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:30.734144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:30.734236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:30.734275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:30.856012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:30.856160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:30.856199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:30.856227] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:30.859615] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-15T20:28:30.859901] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-15T20:28:30.860026] [INFO ] [sig       ] OFS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:30.996351] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OFS.txt
[2025-12-15T20:28:30.996470] [INFO ] [sig       ] [2364/3591] Completed OFS in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:30.996509] [INFO ] [sig       ] [2365/3591] Forecasting OGE...
[2025-12-15T20:28:30.996539] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-15T20:28:30.996567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-15T20:28:31.007309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-15T20:28:31.007634] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-15T20:28:31.008386] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-15T20:28:31.008436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:31.008466] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:31.008493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:31.008548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:31.063535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:31.064168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:31.064272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:31.064305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:31.182972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:31.183127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:31.183172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:31.183200] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:31.186490] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-12-15T20:28:31.186790] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-15T20:28:31.186918] [INFO ] [sig       ] OGE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:31.327893] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OGE.txt
[2025-12-15T20:28:31.328019] [INFO ] [sig       ] [2365/3591] Completed OGE in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:31.328058] [INFO ] [sig       ] [2366/3591] Forecasting OGI...
[2025-12-15T20:28:31.328088] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-15T20:28:31.328116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-15T20:28:31.338930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-15T20:28:31.339277] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-15T20:28:31.340053] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-15T20:28:31.340103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:31.340134] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:31.340162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:31.340221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:31.395628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:31.396256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:31.396336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:31.396370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:31.521924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:31.522115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:31.522158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:31.522188] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:31.525602] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-15T20:28:31.525876] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-15T20:28:31.526003] [INFO ] [sig       ] OGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:31.665245] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OGI.txt
[2025-12-15T20:28:31.665376] [INFO ] [sig       ] [2366/3591] Completed OGI in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-15T20:28:31.665417] [INFO ] [sig       ] [2367/3591] Forecasting OGN...
[2025-12-15T20:28:31.665449] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-15T20:28:31.665480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-15T20:28:31.676560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-15T20:28:31.676903] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-15T20:28:31.677668] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-15T20:28:31.677718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:31.677749] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:31.677776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:31.677832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:31.735143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:31.736007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:31.736092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:31.736127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:31.857836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:31.857980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:31.858020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:31.858051] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:31.861514] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=51.69%)
[2025-12-15T20:28:31.861806] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-15T20:28:31.861934] [INFO ] [sig       ] OGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:32.002329] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OGN.txt
[2025-12-15T20:28:32.002451] [INFO ] [sig       ] [2367/3591] Completed OGN in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-15T20:28:32.002489] [INFO ] [sig       ] [2368/3591] Forecasting OHI...
[2025-12-15T20:28:32.002519] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-15T20:28:32.002548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-15T20:28:32.013690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-15T20:28:32.014009] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-15T20:28:32.014786] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-15T20:28:32.014836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:32.014868] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:32.014894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:32.014949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:32.073252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:32.073940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:32.074020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:32.074054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:32.190929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:32.191076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:32.191115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:32.191144] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:32.194397] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2025-12-15T20:28:32.194683] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-15T20:28:32.194805] [INFO ] [sig       ] OHI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:32.334800] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OHI.txt
[2025-12-15T20:28:32.334993] [INFO ] [sig       ] [2368/3591] Completed OHI in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-15T20:28:32.335048] [INFO ] [sig       ] [2369/3591] Forecasting OI...
[2025-12-15T20:28:32.335090] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-15T20:28:32.335131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-15T20:28:32.349917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-15T20:28:32.350321] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-15T20:28:32.351111] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-15T20:28:32.351163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:32.351194] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:32.351220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:32.351276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:32.407722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:32.408475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:32.408554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:32.408605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:32.530867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:32.531042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:32.531104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:32.531152] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:32.535318] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-12-15T20:28:32.535665] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-15T20:28:32.535808] [INFO ] [sig       ] OI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:32.674073] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OI.txt
[2025-12-15T20:28:32.674208] [INFO ] [sig       ] [2369/3591] Completed OI in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:32.674248] [INFO ] [sig       ] [2370/3591] Forecasting OIA...
[2025-12-15T20:28:32.674278] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-15T20:28:32.674307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-15T20:28:32.685166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-15T20:28:32.685591] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-15T20:28:32.686408] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-15T20:28:32.686461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:32.686506] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:32.686533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:32.686607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:32.744060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:32.744933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:32.745018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:32.745050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:32.865859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:32.866007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:32.866047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:32.866075] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:32.869531] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-15T20:28:32.869821] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-15T20:28:32.869946] [INFO ] [sig       ] OIA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:33.011002] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OIA.txt
[2025-12-15T20:28:33.011130] [INFO ] [sig       ] [2370/3591] Completed OIA in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:33.011170] [INFO ] [sig       ] [2371/3591] Forecasting OII...
[2025-12-15T20:28:33.011199] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-15T20:28:33.011229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-15T20:28:33.021621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-15T20:28:33.021956] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-15T20:28:33.022723] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-15T20:28:33.022774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:33.022805] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:33.022832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:33.022889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:33.079341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:33.080040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:33.080121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:33.080154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:33.198783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:33.198929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:33.198987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:33.199018] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:33.202296] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=24.17%)
[2025-12-15T20:28:33.202557] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-15T20:28:33.202692] [INFO ] [sig       ] OII: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:33.340293] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OII.txt
[2025-12-15T20:28:33.340419] [INFO ] [sig       ] [2371/3591] Completed OII in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:33.340460] [INFO ] [sig       ] [2372/3591] Forecasting OIS...
[2025-12-15T20:28:33.340489] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-15T20:28:33.340518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-15T20:28:33.351110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-15T20:28:33.351448] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-15T20:28:33.352210] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-15T20:28:33.352261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:33.352340] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:33.352369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:33.352426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:33.408369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:33.409252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:33.409335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:33.409369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:33.529259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:33.529412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:33.529451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:33.529479] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:33.532797] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-12-15T20:28:33.533068] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-15T20:28:33.533189] [INFO ] [sig       ] OIS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:33.672843] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OIS.txt
[2025-12-15T20:28:33.672970] [INFO ] [sig       ] [2372/3591] Completed OIS in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:33.673010] [INFO ] [sig       ] [2373/3591] Forecasting OKE...
[2025-12-15T20:28:33.673039] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-15T20:28:33.673067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-15T20:28:33.683762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-15T20:28:33.684105] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-15T20:28:33.684887] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-15T20:28:33.684939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:33.684971] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:33.684999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:33.685057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:33.742136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:33.742990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:33.743073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:33.743105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:33.864887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:33.865032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:33.865074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:33.865103] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:33.868556] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-15T20:28:33.868844] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-15T20:28:33.868993] [INFO ] [sig       ] OKE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:34.009551] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OKE.txt
[2025-12-15T20:28:34.009697] [INFO ] [sig       ] [2373/3591] Completed OKE in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:34.009736] [INFO ] [sig       ] [2374/3591] Forecasting OKTA...
[2025-12-15T20:28:34.009773] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-15T20:28:34.009803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-15T20:28:34.020043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-15T20:28:34.020363] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-15T20:28:34.021122] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-15T20:28:34.021173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:34.021205] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:34.021232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:34.021288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:34.077714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:34.078355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:34.078435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:34.078469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:34.207108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:34.207272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:34.207318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:34.207352] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:34.210983] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=86.95%)
[2025-12-15T20:28:34.211282] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-15T20:28:34.211427] [INFO ] [sig       ] OKTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:34.352419] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OKTA.txt
[2025-12-15T20:28:34.352552] [INFO ] [sig       ] [2374/3591] Completed OKTA in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:34.352609] [INFO ] [sig       ] [2375/3591] Forecasting OKYO...
[2025-12-15T20:28:34.352640] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-15T20:28:34.352670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-15T20:28:34.363128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-15T20:28:34.363477] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-15T20:28:34.364315] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-15T20:28:34.364368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:34.364401] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:34.364429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:34.364488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:34.423263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:34.423934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:34.424013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:34.424047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:34.560411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:34.560565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:34.560627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:34.560721] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:34.564502] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-15T20:28:34.564855] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-15T20:28:34.564995] [INFO ] [sig       ] OKYO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:34.707047] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OKYO.txt
[2025-12-15T20:28:34.707188] [INFO ] [sig       ] [2375/3591] Completed OKYO in 0.4s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:34.707236] [INFO ] [sig       ] [2376/3591] Forecasting OLED...
[2025-12-15T20:28:34.707272] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-15T20:28:34.707309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-15T20:28:34.718779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-15T20:28:34.719146] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-15T20:28:34.719949] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-15T20:28:34.720002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:34.720036] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:34.720065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:34.720124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:34.778023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:34.778724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:34.778806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:34.778841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:34.899801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:34.899949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:34.899988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:34.900016] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:34.903277] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-12-15T20:28:34.903540] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-15T20:28:34.903676] [INFO ] [sig       ] OLED: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:35.044263] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OLED.txt
[2025-12-15T20:28:35.044399] [INFO ] [sig       ] [2376/3591] Completed OLED in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:35.044445] [INFO ] [sig       ] [2377/3591] Forecasting OLLI...
[2025-12-15T20:28:35.044476] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-15T20:28:35.044505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-15T20:28:35.055670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-15T20:28:35.056000] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-15T20:28:35.056800] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-15T20:28:35.056853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:35.056887] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:35.056916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:35.056975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:35.114958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:35.115711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:35.115790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:35.115824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:35.232851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:35.232997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:35.233039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:35.233087] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:35.236465] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-15T20:28:35.236761] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-15T20:28:35.236888] [INFO ] [sig       ] OLLI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:35.377047] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OLLI.txt
[2025-12-15T20:28:35.377168] [INFO ] [sig       ] [2377/3591] Completed OLLI in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:35.377209] [INFO ] [sig       ] [2378/3591] Forecasting OLMA...
[2025-12-15T20:28:35.377244] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-15T20:28:35.377281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-15T20:28:35.387568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-15T20:28:35.387892] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-15T20:28:35.388723] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-15T20:28:35.388774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:35.388805] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:35.388831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:35.388887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:35.444996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:35.445729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:35.445808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:35.445840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:35.572373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:35.572519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:35.572560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:35.572606] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:35.575895] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2025-12-15T20:28:35.576165] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-15T20:28:35.576288] [INFO ] [sig       ] OLMA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:35.716910] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OLMA.txt
[2025-12-15T20:28:35.717065] [INFO ] [sig       ] [2378/3591] Completed OLMA in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:35.717107] [INFO ] [sig       ] [2379/3591] Forecasting OLN...
[2025-12-15T20:28:35.717137] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-15T20:28:35.717167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-15T20:28:35.728104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-15T20:28:35.728414] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-15T20:28:35.729205] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-15T20:28:35.729266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:35.729304] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:35.729338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:35.729404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:35.785434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:35.786316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:35.786405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:35.786453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:35.904773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:35.904925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:35.904965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:35.904993] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:35.908244] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-12-15T20:28:35.908514] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-15T20:28:35.908654] [INFO ] [sig       ] OLN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:36.047672] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OLN.txt
[2025-12-15T20:28:36.047825] [INFO ] [sig       ] [2379/3591] Completed OLN in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:36.047867] [INFO ] [sig       ] [2380/3591] Forecasting OLP...
[2025-12-15T20:28:36.047896] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-15T20:28:36.047925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-15T20:28:36.059210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-15T20:28:36.059595] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-15T20:28:36.060351] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-15T20:28:36.060402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:36.060433] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:36.060461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:36.060516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:36.118264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:36.119151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:36.119233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:36.119267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:36.237880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:36.238036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:36.238075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:36.238104] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:36.241658] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=13.97%)
[2025-12-15T20:28:36.241949] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-15T20:28:36.242096] [INFO ] [sig       ] OLP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:36.388229] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OLP.txt
[2025-12-15T20:28:36.388383] [INFO ] [sig       ] [2380/3591] Completed OLP in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:36.388424] [INFO ] [sig       ] [2381/3591] Forecasting OLPX...
[2025-12-15T20:28:36.388452] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-15T20:28:36.388482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-15T20:28:36.400025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-15T20:28:36.400401] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-15T20:28:36.401253] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-15T20:28:36.401311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:36.401343] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:36.401386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:36.401444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:36.458765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:36.459664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:36.459744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:36.459777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:36.586626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:36.586802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:36.586848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:36.586890] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:36.590366] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: UP (p=70.99%)
[2025-12-15T20:28:36.590732] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-15T20:28:36.590873] [INFO ] [sig       ] OLPX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:36.739740] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OLPX.txt
[2025-12-15T20:28:36.739897] [INFO ] [sig       ] [2381/3591] Completed OLPX in 0.4s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:36.739940] [INFO ] [sig       ] [2382/3591] Forecasting OM...
[2025-12-15T20:28:36.739970] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-15T20:28:36.740000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-15T20:28:36.752193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-15T20:28:36.752619] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-15T20:28:36.753435] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-15T20:28:36.753489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:36.753522] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:36.753551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:36.753633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:36.813945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:36.814846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:36.814965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:36.814999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:36.941639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:36.941811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:36.941861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:36.941891] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:36.945826] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-15T20:28:36.946135] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-15T20:28:36.946307] [INFO ] [sig       ] OM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:37.092839] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OM.txt
[2025-12-15T20:28:37.092974] [INFO ] [sig       ] [2382/3591] Completed OM in 0.4s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:37.093013] [INFO ] [sig       ] [2383/3591] Forecasting OMAB...
[2025-12-15T20:28:37.093044] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-15T20:28:37.093073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-15T20:28:37.104624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-15T20:28:37.105015] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-15T20:28:37.105811] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-15T20:28:37.105881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:37.105923] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:37.105959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:37.106027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:37.164409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:37.165309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:37.165391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:37.165422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:37.284890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:37.285053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:37.285093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:37.285121] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:37.288502] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-15T20:28:37.288786] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-15T20:28:37.288910] [INFO ] [sig       ] OMAB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:37.426329] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OMAB.txt
[2025-12-15T20:28:37.426485] [INFO ] [sig       ] [2383/3591] Completed OMAB in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:37.426526] [INFO ] [sig       ] [2384/3591] Forecasting OMC...
[2025-12-15T20:28:37.426554] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-15T20:28:37.426604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-15T20:28:37.436988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-15T20:28:37.437335] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-15T20:28:37.438104] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-15T20:28:37.438154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:37.438183] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:37.438209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:37.438265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:37.493769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:37.494638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:37.494718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:37.494751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:37.616692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:37.616849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:37.616895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:37.616925] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:37.620448] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-15T20:28:37.620742] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-15T20:28:37.620866] [INFO ] [sig       ] OMC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:37.758415] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OMC.txt
[2025-12-15T20:28:37.758542] [INFO ] [sig       ] [2384/3591] Completed OMC in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-15T20:28:37.758597] [INFO ] [sig       ] [2385/3591] Forecasting OMCL...
[2025-12-15T20:28:37.758627] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-15T20:28:37.758657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-15T20:28:37.769600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-15T20:28:37.769903] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-15T20:28:37.770665] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-15T20:28:37.770715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:37.770746] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:37.770772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:37.770828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:37.826894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:37.827696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:37.827775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:37.827807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:37.950337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:37.950483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:37.950522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:37.950551] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:37.953822] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-12-15T20:28:37.954082] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-15T20:28:37.954200] [INFO ] [sig       ] OMCL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:38.090633] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OMCL.txt
[2025-12-15T20:28:38.090777] [INFO ] [sig       ] [2385/3591] Completed OMCL in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-15T20:28:38.090816] [INFO ] [sig       ] [2386/3591] Forecasting OMEX...
[2025-12-15T20:28:38.090846] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-15T20:28:38.090875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-15T20:28:38.102006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-15T20:28:38.102320] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-15T20:28:38.103084] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-15T20:28:38.103136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:38.103166] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:38.103193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:38.103248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:38.159379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:38.160045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:38.160121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:38.160152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:38.282473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:38.282641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:38.282682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:38.282710] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:38.286005] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-15T20:28:38.286267] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-15T20:28:38.286393] [INFO ] [sig       ] OMEX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:38.424845] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OMEX.txt
[2025-12-15T20:28:38.424994] [INFO ] [sig       ] [2386/3591] Completed OMEX in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:38.425035] [INFO ] [sig       ] [2387/3591] Forecasting OMF...
[2025-12-15T20:28:38.425064] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-15T20:28:38.425093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-15T20:28:38.435870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-15T20:28:38.436179] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-15T20:28:38.436941] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-15T20:28:38.436991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:38.437023] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:38.437053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:38.437112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:38.493602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:38.494205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:38.494281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:38.494313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:38.616217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:38.616373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:38.616414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:38.616442] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:38.619786] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-15T20:28:38.620055] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-15T20:28:38.620176] [INFO ] [sig       ] OMF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:38.757902] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OMF.txt
[2025-12-15T20:28:38.758058] [INFO ] [sig       ] [2387/3591] Completed OMF in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:38.758100] [INFO ] [sig       ] [2388/3591] Forecasting OMI...
[2025-12-15T20:28:38.758130] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-15T20:28:38.758159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-15T20:28:38.769333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-15T20:28:38.769700] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-15T20:28:38.770443] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-15T20:28:38.770495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:38.770526] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:38.770553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:38.770628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:38.825873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:38.826465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:38.826542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:38.826591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:38.944783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:38.944934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:38.944973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:38.945002] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:38.948244] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=17.48%)
[2025-12-15T20:28:38.948523] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-15T20:28:38.948663] [INFO ] [sig       ] OMI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:39.089627] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OMI.txt
[2025-12-15T20:28:39.089794] [INFO ] [sig       ] [2388/3591] Completed OMI in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:39.089852] [INFO ] [sig       ] [2389/3591] Forecasting ON...
[2025-12-15T20:28:39.089884] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-15T20:28:39.089914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-15T20:28:39.101315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-15T20:28:39.101703] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-15T20:28:39.102469] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-15T20:28:39.102520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:39.102784] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:39.102813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:39.102870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:39.158055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:39.158906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:39.158996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:39.159031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:39.280140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:39.280297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:39.280336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:39.280363] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:39.283676] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-15T20:28:39.283943] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-15T20:28:39.284065] [INFO ] [sig       ] ON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:39.424213] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ON.txt
[2025-12-15T20:28:39.424347] [INFO ] [sig       ] [2389/3591] Completed ON in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:39.424390] [INFO ] [sig       ] [2390/3591] Forecasting ONB...
[2025-12-15T20:28:39.424422] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-15T20:28:39.424450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-15T20:28:39.435981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-15T20:28:39.436313] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-15T20:28:39.437161] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-15T20:28:39.437213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:39.437245] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:39.437271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:39.437328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:39.492972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:39.493756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:39.493839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:39.493870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:39.612983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:39.613157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:39.613198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:39.613226] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:39.616897] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-15T20:28:39.617170] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-15T20:28:39.617292] [INFO ] [sig       ] ONB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:39.754821] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ONB.txt
[2025-12-15T20:28:39.754971] [INFO ] [sig       ] [2390/3591] Completed ONB in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:39.755012] [INFO ] [sig       ] [2391/3591] Forecasting ONCO...
[2025-12-15T20:28:39.755042] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-15T20:28:39.755071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-15T20:28:39.766246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-15T20:28:39.766613] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-15T20:28:39.767358] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-15T20:28:39.767419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:39.767457] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:39.767489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:39.767544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:39.824290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:39.825196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:39.825279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:39.825312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:39.943354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:39.943512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:39.943552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:39.943600] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:39.946890] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-12-15T20:28:39.947150] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-15T20:28:39.947268] [INFO ] [sig       ] ONCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:40.084926] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ONCO.txt
[2025-12-15T20:28:40.085053] [INFO ] [sig       ] [2391/3591] Completed ONCO in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:40.085093] [INFO ] [sig       ] [2392/3591] Forecasting ONDS...
[2025-12-15T20:28:40.085122] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-15T20:28:40.085152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-15T20:28:40.296412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-15T20:28:40.296783] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-15T20:28:40.297544] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-15T20:28:40.297617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:40.297651] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:40.297678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:40.297735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:40.354960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:40.355605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:40.355684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:40.355717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:40.473153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:40.473285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:40.473323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:40.473383] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:40.476847] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=68.73%)
[2025-12-15T20:28:40.477115] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-15T20:28:40.477241] [INFO ] [sig       ] ONDS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:40.617425] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ONDS.txt
[2025-12-15T20:28:40.617554] [INFO ] [sig       ] [2392/3591] Completed ONDS in 0.5s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:40.617611] [INFO ] [sig       ] [2393/3591] Forecasting ONEQ...
[2025-12-15T20:28:40.617643] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-15T20:28:40.617673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-15T20:28:40.628756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-15T20:28:40.629093] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-15T20:28:40.629907] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-15T20:28:40.629959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:40.629991] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:40.630017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:40.630073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:40.687448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:40.688088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:40.688166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:40.688199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:40.807890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:40.808011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:40.808048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:40.808076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:40.811484] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=25.44%)
[2025-12-15T20:28:40.811770] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-15T20:28:40.811894] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:40.951345] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ONEQ.txt
[2025-12-15T20:28:40.951469] [INFO ] [sig       ] [2393/3591] Completed ONEQ in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:40.951509] [INFO ] [sig       ] [2394/3591] Forecasting ONL...
[2025-12-15T20:28:40.951537] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-15T20:28:40.951566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-15T20:28:40.963275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-15T20:28:40.963618] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-15T20:28:40.964366] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-15T20:28:40.964422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:40.964469] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:40.964498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:40.964557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:41.021418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:41.022024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:41.022102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:41.022135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:41.144708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:41.144866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:41.144907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:41.144936] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:41.148357] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-15T20:28:41.148671] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-15T20:28:41.148802] [INFO ] [sig       ] ONL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:41.287013] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ONL.txt
[2025-12-15T20:28:41.287156] [INFO ] [sig       ] [2394/3591] Completed ONL in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:41.287197] [INFO ] [sig       ] [2395/3591] Forecasting ONON...
[2025-12-15T20:28:41.287226] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-15T20:28:41.287256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-15T20:28:41.302004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-15T20:28:41.302340] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-15T20:28:41.303156] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-15T20:28:41.303207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:41.303238] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:41.303264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:41.303322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:41.360479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:41.361174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:41.361254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:41.361287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:41.484961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:41.485093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:41.485131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:41.485161] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:41.488457] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2025-12-15T20:28:41.488738] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-15T20:28:41.488859] [INFO ] [sig       ] ONON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:41.626126] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ONON.txt
[2025-12-15T20:28:41.626237] [INFO ] [sig       ] [2395/3591] Completed ONON in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:41.626275] [INFO ] [sig       ] [2396/3591] Forecasting ONTF...
[2025-12-15T20:28:41.626304] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-15T20:28:41.626332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-15T20:28:41.636833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-15T20:28:41.637140] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-15T20:28:41.637892] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-15T20:28:41.637942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:41.637974] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:41.638000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:41.638056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:41.693119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:41.693742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:41.693819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:41.693852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:41.811991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:41.812112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:41.812150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:41.812178] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:41.815356] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=86.98%)
[2025-12-15T20:28:41.815665] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-15T20:28:41.815785] [INFO ] [sig       ] ONTF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:41.952738] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ONTF.txt
[2025-12-15T20:28:41.952850] [INFO ] [sig       ] [2396/3591] Completed ONTF in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:41.952890] [INFO ] [sig       ] [2397/3591] Forecasting ONTO...
[2025-12-15T20:28:41.952919] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-15T20:28:41.952948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-15T20:28:41.964352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-15T20:28:41.964694] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-15T20:28:41.965446] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-15T20:28:41.965498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:41.965530] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:41.965559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:41.965639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:42.020802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:42.021399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:42.021477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:42.021509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:42.142585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:42.142734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:42.142775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:42.142804] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:42.146120] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-15T20:28:42.146389] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-15T20:28:42.146511] [INFO ] [sig       ] ONTO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:42.284633] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ONTO.txt
[2025-12-15T20:28:42.284787] [INFO ] [sig       ] [2397/3591] Completed ONTO in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:42.284834] [INFO ] [sig       ] [2398/3591] Forecasting OOMA...
[2025-12-15T20:28:42.284864] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-15T20:28:42.284895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-15T20:28:42.295800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-15T20:28:42.296166] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-15T20:28:42.296930] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-15T20:28:42.296981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:42.297013] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:42.297039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:42.297095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:42.353270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:42.354078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:42.354159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:42.354192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:42.471957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:42.472109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:42.472148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:42.472176] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:42.475457] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=36.10%)
[2025-12-15T20:28:42.475741] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-15T20:28:42.475862] [INFO ] [sig       ] OOMA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:42.616028] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OOMA.txt
[2025-12-15T20:28:42.616155] [INFO ] [sig       ] [2398/3591] Completed OOMA in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:42.616202] [INFO ] [sig       ] [2399/3591] Forecasting OPAD...
[2025-12-15T20:28:42.616232] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-15T20:28:42.616261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-15T20:28:42.626973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-15T20:28:42.627281] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-15T20:28:42.628074] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-15T20:28:42.628124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:42.628155] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:42.628182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:42.628239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:42.683491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:42.684083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:42.684183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:42.684215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:42.805242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:42.805392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:42.805431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:42.805459] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:42.808765] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-15T20:28:42.809045] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-15T20:28:42.809184] [INFO ] [sig       ] OPAD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:42.947441] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OPAD.txt
[2025-12-15T20:28:42.947601] [INFO ] [sig       ] [2399/3591] Completed OPAD in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:42.947644] [INFO ] [sig       ] [2400/3591] Forecasting OPAL...
[2025-12-15T20:28:42.947674] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-15T20:28:42.947704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-15T20:28:42.958405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-15T20:28:42.958767] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-15T20:28:42.959543] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-15T20:28:42.959611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:42.959643] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:42.959669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:42.959725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:43.014520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:43.015115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:43.015191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:43.015222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:43.136594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:43.136736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:43.136774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:43.136803] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:43.140036] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-12-15T20:28:43.140295] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-15T20:28:43.140417] [INFO ] [sig       ] OPAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:43.277043] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OPAL.txt
[2025-12-15T20:28:43.277157] [INFO ] [sig       ] [2400/3591] Completed OPAL in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:43.277193] [INFO ] [sig       ] [2401/3591] Forecasting OPBK...
[2025-12-15T20:28:43.277223] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-15T20:28:43.277251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-15T20:28:43.288436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-15T20:28:43.288785] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-15T20:28:43.289594] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-15T20:28:43.289647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:43.289679] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:43.289706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:43.289764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:43.347629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:43.348488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:43.348594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:43.348630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:43.475391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:43.475533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:43.475617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:43.475651] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:43.479011] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-15T20:28:43.479288] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-15T20:28:43.479419] [INFO ] [sig       ] OPBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:43.620832] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OPBK.txt
[2025-12-15T20:28:43.620960] [INFO ] [sig       ] [2401/3591] Completed OPBK in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-15T20:28:43.621007] [INFO ] [sig       ] [2402/3591] Forecasting OPCH...
[2025-12-15T20:28:43.621044] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-15T20:28:43.621080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-15T20:28:43.631960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-15T20:28:43.632267] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-15T20:28:43.633032] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-15T20:28:43.633082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:43.633113] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:43.633139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:43.633195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:43.690304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:43.690971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:43.691048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:43.691081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:43.817268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:43.817426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:43.817484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:43.817521] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:43.821034] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-15T20:28:43.821304] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-15T20:28:43.821429] [INFO ] [sig       ] OPCH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:43.964163] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OPCH.txt
[2025-12-15T20:28:43.964312] [INFO ] [sig       ] [2402/3591] Completed OPCH in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-15T20:28:43.964358] [INFO ] [sig       ] [2403/3591] Forecasting OPEN...
[2025-12-15T20:28:43.964391] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-15T20:28:43.964427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-15T20:28:43.974634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-15T20:28:43.974943] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-15T20:28:43.975840] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-15T20:28:43.975892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:43.975924] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:43.975951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:43.976007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:44.032331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:44.032947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:44.033031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:44.033064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:44.155386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:44.155534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:44.155589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:44.155622] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:44.158893] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-12-15T20:28:44.159182] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-15T20:28:44.159304] [INFO ] [sig       ] OPEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:44.302794] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OPEN.txt
[2025-12-15T20:28:44.302915] [INFO ] [sig       ] [2403/3591] Completed OPEN in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-15T20:28:44.302954] [INFO ] [sig       ] [2404/3591] Forecasting OPFI...
[2025-12-15T20:28:44.302984] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-15T20:28:44.303013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-15T20:28:44.313635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-15T20:28:44.313960] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-15T20:28:44.314779] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-15T20:28:44.314832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:44.314864] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:44.314892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:44.314949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:44.373039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:44.373659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:44.373734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:44.373767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:44.498696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:44.498855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:44.498896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:44.498933] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:44.503116] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-15T20:28:44.503525] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-15T20:28:44.503709] [INFO ] [sig       ] OPFI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:44.652987] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OPFI.txt
[2025-12-15T20:28:44.653116] [INFO ] [sig       ] [2404/3591] Completed OPFI in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:44.653156] [INFO ] [sig       ] [2405/3591] Forecasting OPK...
[2025-12-15T20:28:44.653185] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-15T20:28:44.653214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-15T20:28:44.664003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-15T20:28:44.664334] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-15T20:28:44.665173] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-15T20:28:44.665225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:44.665271] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:44.665301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:44.665359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:44.723284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:44.723947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:44.724026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:44.724059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:44.839905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:44.840030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:44.840068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:44.840096] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:44.843353] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=72.21%)
[2025-12-15T20:28:44.843674] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-15T20:28:44.843793] [INFO ] [sig       ] OPK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:44.981338] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OPK.txt
[2025-12-15T20:28:44.981458] [INFO ] [sig       ] [2405/3591] Completed OPK in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:44.981497] [INFO ] [sig       ] [2406/3591] Forecasting OPP...
[2025-12-15T20:28:44.981526] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-15T20:28:44.981555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-15T20:28:44.992756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-15T20:28:44.993067] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-15T20:28:44.993840] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-15T20:28:44.993889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:44.993948] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:44.993976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:44.994032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:45.053063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:45.053742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:45.053821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:45.053855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:45.170631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:45.170763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:45.170803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:45.170830] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:45.174073] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-12-15T20:28:45.174335] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-15T20:28:45.174454] [INFO ] [sig       ] OPP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:45.316062] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OPP.txt
[2025-12-15T20:28:45.316179] [INFO ] [sig       ] [2406/3591] Completed OPP in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:45.316218] [INFO ] [sig       ] [2407/3591] Forecasting OPRA...
[2025-12-15T20:28:45.316247] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-15T20:28:45.316276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-15T20:28:45.327663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-15T20:28:45.327991] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-15T20:28:45.328741] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-15T20:28:45.328791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:45.328821] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:45.328847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:45.328902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:45.386142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:45.386773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:45.386864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:45.386899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:45.506723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:45.507059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:45.507099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:45.507129] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:45.510780] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-12-15T20:28:45.511049] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-15T20:28:45.511174] [INFO ] [sig       ] OPRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:45.668990] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OPRA.txt
[2025-12-15T20:28:45.669148] [INFO ] [sig       ] [2407/3591] Completed OPRA in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:45.669191] [INFO ] [sig       ] [2408/3591] Forecasting OPRX...
[2025-12-15T20:28:45.669223] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-15T20:28:45.669254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-15T20:28:45.680223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-15T20:28:45.680597] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-15T20:28:45.681356] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-15T20:28:45.681407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:45.681439] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:45.681466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:45.681521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:45.742498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:45.743334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:45.743428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:45.743479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:45.877992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:45.878144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:45.878183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:45.878212] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:45.881636] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-12-15T20:28:45.881913] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-15T20:28:45.882039] [INFO ] [sig       ] OPRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:46.025316] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OPRX.txt
[2025-12-15T20:28:46.025432] [INFO ] [sig       ] [2408/3591] Completed OPRX in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:46.025472] [INFO ] [sig       ] [2409/3591] Forecasting OPTX...
[2025-12-15T20:28:46.025507] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-15T20:28:46.025539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-15T20:28:46.036052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-15T20:28:46.036367] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-15T20:28:46.037116] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-15T20:28:46.037167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:46.037197] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:46.037223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:46.037278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:46.095126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:46.095949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:46.096030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:46.096071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:46.215392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:46.215532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:46.215589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:46.215651] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:46.219111] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=85.10%)
[2025-12-15T20:28:46.219391] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-15T20:28:46.219518] [INFO ] [sig       ] OPTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:46.357897] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OPTX.txt
[2025-12-15T20:28:46.358016] [INFO ] [sig       ] [2409/3591] Completed OPTX in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:46.358055] [INFO ] [sig       ] [2410/3591] Forecasting OPXS...
[2025-12-15T20:28:46.358084] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-15T20:28:46.358114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-15T20:28:46.368923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-15T20:28:46.369286] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-15T20:28:46.370057] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-15T20:28:46.370109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:46.370140] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:46.370167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:46.370225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:46.427314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:46.427937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:46.428013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:46.428047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:46.548927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:46.549077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:46.549117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:46.549145] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:46.552464] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-15T20:28:46.552772] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-15T20:28:46.552902] [INFO ] [sig       ] OPXS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:46.696810] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OPXS.txt
[2025-12-15T20:28:46.696960] [INFO ] [sig       ] [2410/3591] Completed OPXS in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:46.697000] [INFO ] [sig       ] [2411/3591] Forecasting ORA...
[2025-12-15T20:28:46.697031] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-15T20:28:46.697060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-15T20:28:46.708334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-15T20:28:46.708715] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-15T20:28:46.709491] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-15T20:28:46.709542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:46.709593] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:46.709623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:46.709684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:46.768444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:46.769415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:46.769504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:46.769545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:46.890493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:46.890655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:46.890698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:46.890727] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:46.894033] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-12-15T20:28:46.894302] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-15T20:28:46.894422] [INFO ] [sig       ] ORA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:47.036564] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ORA.txt
[2025-12-15T20:28:47.036696] [INFO ] [sig       ] [2411/3591] Completed ORA in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:47.036736] [INFO ] [sig       ] [2412/3591] Forecasting ORC...
[2025-12-15T20:28:47.036765] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-15T20:28:47.036795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-15T20:28:47.047734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-15T20:28:47.048054] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-15T20:28:47.048836] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-15T20:28:47.048887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:47.048917] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:47.048943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:47.049032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:47.105892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:47.106603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:47.106683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:47.106716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:47.230142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:47.230270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:47.230310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:47.230372] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:47.233720] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=79.19%)
[2025-12-15T20:28:47.233989] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-15T20:28:47.234117] [INFO ] [sig       ] ORC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:47.376528] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ORC.txt
[2025-12-15T20:28:47.376690] [INFO ] [sig       ] [2412/3591] Completed ORC in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:47.376734] [INFO ] [sig       ] [2413/3591] Forecasting ORGO...
[2025-12-15T20:28:47.376763] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-15T20:28:47.376793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-15T20:28:47.388383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-15T20:28:47.388732] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-15T20:28:47.389516] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-15T20:28:47.389604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:47.389659] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:47.389694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:47.389752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:47.445642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:47.446240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:47.446313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:47.446345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:47.565859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:47.566012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:47.566052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:47.566079] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:47.569438] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-15T20:28:47.569754] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-15T20:28:47.569874] [INFO ] [sig       ] ORGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:47.707604] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ORGO.txt
[2025-12-15T20:28:47.707728] [INFO ] [sig       ] [2413/3591] Completed ORGO in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:47.707769] [INFO ] [sig       ] [2414/3591] Forecasting ORIC...
[2025-12-15T20:28:47.707798] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-15T20:28:47.707827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-15T20:28:47.719225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-15T20:28:47.719564] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-15T20:28:47.720320] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-15T20:28:47.720371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:47.720402] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:47.720428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:47.720485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:47.777149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:47.778007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:47.778092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:47.778149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:47.897817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:47.897964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:47.898003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:47.898031] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:47.901323] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-15T20:28:47.901603] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-15T20:28:47.901720] [INFO ] [sig       ] ORIC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:48.043160] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ORIC.txt
[2025-12-15T20:28:48.043300] [INFO ] [sig       ] [2414/3591] Completed ORIC in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:48.043349] [INFO ] [sig       ] [2415/3591] Forecasting ORKA...
[2025-12-15T20:28:48.043379] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-15T20:28:48.043409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-15T20:28:48.053557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-15T20:28:48.053915] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-15T20:28:48.054676] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-15T20:28:48.054727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:48.054758] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:48.054785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:48.054840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:48.109993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:48.110598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:48.110674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:48.110705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:48.233184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:48.233303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:48.233343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:48.233371] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:48.236665] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-15T20:28:48.236928] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-15T20:28:48.237049] [INFO ] [sig       ] ORKA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:48.376474] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ORKA.txt
[2025-12-15T20:28:48.376628] [INFO ] [sig       ] [2415/3591] Completed ORKA in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:48.376669] [INFO ] [sig       ] [2416/3591] Forecasting ORLY...
[2025-12-15T20:28:48.376700] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-15T20:28:48.376729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-15T20:28:48.387651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-15T20:28:48.387973] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-15T20:28:48.388736] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-15T20:28:48.388786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:48.388817] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:48.388858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:48.388915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:48.444050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:48.444673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:48.444771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:48.444804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:48.565089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:48.565232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:48.565270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:48.565298] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:48.568515] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-15T20:28:48.568804] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-15T20:28:48.568924] [INFO ] [sig       ] ORLY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:48.706916] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ORLY.txt
[2025-12-15T20:28:48.707031] [INFO ] [sig       ] [2416/3591] Completed ORLY in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:48.707070] [INFO ] [sig       ] [2417/3591] Forecasting ORMP...
[2025-12-15T20:28:48.707100] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-15T20:28:48.707128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-15T20:28:48.717315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-15T20:28:48.717650] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-15T20:28:48.718380] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-15T20:28:48.718430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:48.718461] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:48.718487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:48.718543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:48.775343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:48.776182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:48.776264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:48.776296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:48.893799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:48.893955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:48.893995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:48.894025] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:48.897595] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-15T20:28:48.897929] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-15T20:28:48.898065] [INFO ] [sig       ] ORMP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:49.047702] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ORMP.txt
[2025-12-15T20:28:49.047854] [INFO ] [sig       ] [2417/3591] Completed ORMP in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:49.047896] [INFO ] [sig       ] [2418/3591] Forecasting ORN...
[2025-12-15T20:28:49.047925] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-15T20:28:49.047956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-15T20:28:49.062444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-15T20:28:49.062914] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-15T20:28:49.064094] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-15T20:28:49.064165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:49.064217] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:49.064264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:49.064356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:49.122350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:49.123155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:49.123237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:49.123269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:49.242840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:49.242998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:49.243040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:49.243070] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:49.246449] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-12-15T20:28:49.246758] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-15T20:28:49.246887] [INFO ] [sig       ] ORN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:49.386092] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ORN.txt
[2025-12-15T20:28:49.386230] [INFO ] [sig       ] [2418/3591] Completed ORN in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:49.386273] [INFO ] [sig       ] [2419/3591] Forecasting ORRF...
[2025-12-15T20:28:49.386302] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-15T20:28:49.386331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-15T20:28:49.397306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-15T20:28:49.397713] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-15T20:28:49.398454] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-15T20:28:49.398504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:49.398535] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:49.398562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:49.398647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:49.453413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:49.454021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:49.454113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:49.454145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:49.575439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:49.575609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:49.575649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:49.575681] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:49.579188] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-12-15T20:28:49.579451] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-15T20:28:49.579588] [INFO ] [sig       ] ORRF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:49.716942] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ORRF.txt
[2025-12-15T20:28:49.717129] [INFO ] [sig       ] [2419/3591] Completed ORRF in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-15T20:28:49.717172] [INFO ] [sig       ] [2420/3591] Forecasting OS...
[2025-12-15T20:28:49.717201] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-15T20:28:49.717238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-15T20:28:49.728083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-15T20:28:49.728447] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-15T20:28:49.729237] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-15T20:28:49.729287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:49.729318] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:49.729343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:49.729415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:49.785539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:49.786360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:49.786443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:49.786476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:49.906148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:49.906281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:49.906321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:49.906351] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:49.909690] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=48.81%)
[2025-12-15T20:28:49.909955] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-15T20:28:49.910074] [INFO ] [sig       ] OS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:50.048256] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OS.txt
[2025-12-15T20:28:50.048413] [INFO ] [sig       ] [2420/3591] Completed OS in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-15T20:28:50.048454] [INFO ] [sig       ] [2421/3591] Forecasting OSBC...
[2025-12-15T20:28:50.048484] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-15T20:28:50.048514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-15T20:28:50.060088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-15T20:28:50.060483] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-15T20:28:50.061289] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-15T20:28:50.061341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:50.061372] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:50.061398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:50.061453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:50.116101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:50.116766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:50.116843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:50.116875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:50.231655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:50.231803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:50.231841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:50.231870] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:50.235254] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-15T20:28:50.235523] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-15T20:28:50.235659] [INFO ] [sig       ] OSBC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:50.374350] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OSBC.txt
[2025-12-15T20:28:50.374478] [INFO ] [sig       ] [2421/3591] Completed OSBC in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:50.374517] [INFO ] [sig       ] [2422/3591] Forecasting OSIS...
[2025-12-15T20:28:50.374547] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-15T20:28:50.374598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-15T20:28:50.385093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-15T20:28:50.385409] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-15T20:28:50.386181] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-15T20:28:50.386231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:50.386262] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:50.386288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:50.386344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:50.441687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:50.442318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:50.442393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:50.442426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:50.563531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:50.563709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:50.563764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:50.563809] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:50.567565] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=19.87%)
[2025-12-15T20:28:50.567867] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-15T20:28:50.567991] [INFO ] [sig       ] OSIS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:50.708228] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OSIS.txt
[2025-12-15T20:28:50.708346] [INFO ] [sig       ] [2422/3591] Completed OSIS in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:50.708386] [INFO ] [sig       ] [2423/3591] Forecasting OSPN...
[2025-12-15T20:28:50.708415] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-15T20:28:50.708444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-15T20:28:50.719255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-15T20:28:50.719611] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-15T20:28:50.720363] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-15T20:28:50.720413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:50.720470] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:50.720498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:50.720555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:50.776177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:50.776864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:50.776943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:50.776976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:50.895653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:50.895780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:50.895818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:50.895846] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:50.899167] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-15T20:28:50.899437] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-15T20:28:50.899559] [INFO ] [sig       ] OSPN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:51.042075] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OSPN.txt
[2025-12-15T20:28:51.042260] [INFO ] [sig       ] [2423/3591] Completed OSPN in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:51.042308] [INFO ] [sig       ] [2424/3591] Forecasting OSS...
[2025-12-15T20:28:51.042339] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-15T20:28:51.042369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-15T20:28:51.053084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-15T20:28:51.053421] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-15T20:28:51.054211] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-15T20:28:51.054263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:51.054294] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:51.054320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:51.054376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:51.109980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:51.110841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:51.110931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:51.110965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:51.225664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:51.225809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:51.225848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:51.225877] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:51.229256] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-15T20:28:51.229514] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-15T20:28:51.229650] [INFO ] [sig       ] OSS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:51.369064] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OSS.txt
[2025-12-15T20:28:51.369189] [INFO ] [sig       ] [2424/3591] Completed OSS in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:51.369232] [INFO ] [sig       ] [2425/3591] Forecasting OTEX...
[2025-12-15T20:28:51.369261] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-15T20:28:51.369291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-15T20:28:51.379521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-15T20:28:51.379891] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-15T20:28:51.380680] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-15T20:28:51.380731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:51.380763] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:51.380790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:51.380846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:51.437203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:51.437844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:51.437920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:51.437951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:51.561685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:51.561825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:51.561862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:51.561889] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:51.565253] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=71.55%)
[2025-12-15T20:28:51.565603] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-15T20:28:51.565757] [INFO ] [sig       ] OTEX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:51.707259] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OTEX.txt
[2025-12-15T20:28:51.707379] [INFO ] [sig       ] [2425/3591] Completed OTEX in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:51.707419] [INFO ] [sig       ] [2426/3591] Forecasting OTIS...
[2025-12-15T20:28:51.707447] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-15T20:28:51.707477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-15T20:28:51.718083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-15T20:28:51.718425] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-15T20:28:51.719264] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-15T20:28:51.719314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:51.719345] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:51.719371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:51.719426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:51.776212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:51.776828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:51.776905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:51.776937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:51.898918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:51.899104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:51.899145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:51.899208] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:51.902785] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=52.35%)
[2025-12-15T20:28:51.903061] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-15T20:28:51.903183] [INFO ] [sig       ] OTIS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:52.047479] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OTIS.txt
[2025-12-15T20:28:52.047615] [INFO ] [sig       ] [2426/3591] Completed OTIS in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:52.047656] [INFO ] [sig       ] [2427/3591] Forecasting OTLY...
[2025-12-15T20:28:52.047686] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-15T20:28:52.047716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-15T20:28:52.058703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-15T20:28:52.059057] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-15T20:28:52.059880] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-15T20:28:52.059931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:52.059965] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:52.059992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:52.060048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:52.117393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:52.118082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:52.118159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:52.118192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:52.235297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:52.235451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:52.235490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:52.235517] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:52.238785] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-15T20:28:52.239081] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-15T20:28:52.239208] [INFO ] [sig       ] OTLY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:52.382828] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OTLY.txt
[2025-12-15T20:28:52.382962] [INFO ] [sig       ] [2427/3591] Completed OTLY in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:52.383002] [INFO ] [sig       ] [2428/3591] Forecasting OVID...
[2025-12-15T20:28:52.383033] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-15T20:28:52.383062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-15T20:28:52.394065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-15T20:28:52.394406] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-15T20:28:52.395190] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-15T20:28:52.395241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:52.395273] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:52.395300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:52.395357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:52.452019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:52.452636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:52.452718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:52.452752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:52.572127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:52.572263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:52.572302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:52.572332] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:52.575738] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=30.14%)
[2025-12-15T20:28:52.576004] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-15T20:28:52.576125] [INFO ] [sig       ] OVID: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:52.722708] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OVID.txt
[2025-12-15T20:28:52.722846] [INFO ] [sig       ] [2428/3591] Completed OVID in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:52.722888] [INFO ] [sig       ] [2429/3591] Forecasting OVLY...
[2025-12-15T20:28:52.722917] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-15T20:28:52.722947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-15T20:28:52.733091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-15T20:28:52.733410] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-15T20:28:52.734200] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-15T20:28:52.734266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:52.734298] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:52.734325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:52.734382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:52.792187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:52.792827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:52.792906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:52.792939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:52.890427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:52.890546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:52.890601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:52.890640] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:52.893858] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-15T20:28:52.894121] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-15T20:28:52.894243] [INFO ] [sig       ] OVLY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:53.033152] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OVLY.txt
[2025-12-15T20:28:53.033277] [INFO ] [sig       ] [2429/3591] Completed OVLY in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:53.033318] [INFO ] [sig       ] [2430/3591] Forecasting OWL...
[2025-12-15T20:28:53.033351] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-15T20:28:53.033382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-15T20:28:53.044116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-15T20:28:53.044458] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-15T20:28:53.045249] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-15T20:28:53.045302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:53.045336] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:53.045364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:53.045422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:53.103365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:53.104169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:53.104246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:53.104279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:53.222622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:53.222749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:53.222788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:53.222818] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:53.226026] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=60.24%)
[2025-12-15T20:28:53.226289] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-15T20:28:53.226409] [INFO ] [sig       ] OWL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:53.368601] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OWL.txt
[2025-12-15T20:28:53.368758] [INFO ] [sig       ] [2430/3591] Completed OWL in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:53.368797] [INFO ] [sig       ] [2431/3591] Forecasting OXLC...
[2025-12-15T20:28:53.368830] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-15T20:28:53.368860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-15T20:28:53.379805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-15T20:28:53.380126] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-15T20:28:53.380900] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-15T20:28:53.380951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:53.380981] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:53.381008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:53.381063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:53.436998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:53.437612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:53.437687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:53.437719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:53.562585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:53.562758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:53.562812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:53.562844] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:53.566297] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-12-15T20:28:53.566587] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-15T20:28:53.566713] [INFO ] [sig       ] OXLC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:53.708089] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OXLC.txt
[2025-12-15T20:28:53.708216] [INFO ] [sig       ] [2431/3591] Completed OXLC in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:53.708254] [INFO ] [sig       ] [2432/3591] Forecasting OXM...
[2025-12-15T20:28:53.708283] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-15T20:28:53.708313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-15T20:28:53.719160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-15T20:28:53.719508] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-15T20:28:53.720321] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-15T20:28:53.720372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:53.720402] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:53.720428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:53.720484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:53.776823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:53.777637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:53.777734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:53.777772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:53.899770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:53.899919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:53.899961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:53.899988] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:53.903431] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-15T20:28:53.903719] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-15T20:28:53.903841] [INFO ] [sig       ] OXM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:54.045020] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OXM.txt
[2025-12-15T20:28:54.045155] [INFO ] [sig       ] [2432/3591] Completed OXM in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:54.045212] [INFO ] [sig       ] [2433/3591] Forecasting OXSQ...
[2025-12-15T20:28:54.045243] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-15T20:28:54.045272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-15T20:28:54.055969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-15T20:28:54.056305] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-15T20:28:54.057114] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-15T20:28:54.057165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:54.057196] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:54.057222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:54.057278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:54.115039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:54.115771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:54.115880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:54.115914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:54.236923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:54.237086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:54.237125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:54.237154] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:54.241104] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=53.45%)
[2025-12-15T20:28:54.241378] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-15T20:28:54.241503] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:54.391523] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OXSQ.txt
[2025-12-15T20:28:54.391757] [INFO ] [sig       ] [2433/3591] Completed OXSQ in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:54.391816] [INFO ] [sig       ] [2434/3591] Forecasting OZEM...
[2025-12-15T20:28:54.391859] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-15T20:28:54.391900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-15T20:28:54.404311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-15T20:28:54.404729] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-15T20:28:54.405517] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-15T20:28:54.405569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:54.405621] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:54.405648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:54.405704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:54.465006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:54.465873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:54.465958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:54.465991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:54.574245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:54.574398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:54.574439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:54.574467] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:54.578078] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-15T20:28:54.578362] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-15T20:28:54.578486] [INFO ] [sig       ] OZEM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:54.715649] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/OZEM.txt
[2025-12-15T20:28:54.715784] [INFO ] [sig       ] [2434/3591] Completed OZEM in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:54.715822] [INFO ] [sig       ] [2435/3591] Forecasting OZK...
[2025-12-15T20:28:54.715852] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-15T20:28:54.715880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-15T20:28:54.727946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-15T20:28:54.728294] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-15T20:28:54.729077] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-15T20:28:54.729127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:54.729158] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:54.729183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:54.729240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:54.785027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:54.785851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:54.785934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:54.785968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:54.907531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:54.907698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:54.907752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:54.907780] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:54.911077] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=37.49%)
[2025-12-15T20:28:54.911342] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-15T20:28:54.911465] [INFO ] [sig       ] OZK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:55.047413] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OZK.txt
[2025-12-15T20:28:55.047550] [INFO ] [sig       ] [2435/3591] Completed OZK in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:55.047610] [INFO ] [sig       ] [2436/3591] Forecasting OZKAP...
[2025-12-15T20:28:55.047640] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-15T20:28:55.047669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-15T20:28:55.059094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-15T20:28:55.059445] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-15T20:28:55.060210] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-15T20:28:55.060260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:55.060291] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:55.060318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:55.060373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:55.115094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:55.115723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:55.115801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:55.115833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:55.233180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:55.233354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:55.233412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:55.233443] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:55.236872] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-15T20:28:55.237136] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-15T20:28:55.237254] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:55.375612] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/OZKAP.txt
[2025-12-15T20:28:55.375768] [INFO ] [sig       ] [2436/3591] Completed OZKAP in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:55.375818] [INFO ] [sig       ] [2437/3591] Forecasting PAA...
[2025-12-15T20:28:55.375854] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-15T20:28:55.375886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-15T20:28:55.387113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-15T20:28:55.387427] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-15T20:28:55.388234] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-15T20:28:55.388285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:55.388316] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:55.388342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:55.388398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:55.444835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:55.445478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:55.445556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:55.445608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:55.565450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:55.565627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:55.565670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:55.565704] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:55.569045] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-15T20:28:55.569315] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-15T20:28:55.569437] [INFO ] [sig       ] PAA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:55.709207] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PAA.txt
[2025-12-15T20:28:55.709339] [INFO ] [sig       ] [2437/3591] Completed PAA in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-15T20:28:55.709378] [INFO ] [sig       ] [2438/3591] Forecasting PAAS...
[2025-12-15T20:28:55.709406] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-15T20:28:55.709443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-15T20:28:55.719929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-15T20:28:55.720258] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-15T20:28:55.721018] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-15T20:28:55.721068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:55.721099] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:55.721125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:55.721180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:55.777167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:55.777846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:55.777924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:55.777957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:55.901331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:55.901490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:55.901530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:55.901558] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:55.904854] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2025-12-15T20:28:55.905124] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-15T20:28:55.905245] [INFO ] [sig       ] PAAS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:56.046779] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PAAS.txt
[2025-12-15T20:28:56.046931] [INFO ] [sig       ] [2438/3591] Completed PAAS in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-15T20:28:56.046973] [INFO ] [sig       ] [2439/3591] Forecasting PAC...
[2025-12-15T20:28:56.047002] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-15T20:28:56.047033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-15T20:28:56.057945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-15T20:28:56.058314] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-15T20:28:56.059172] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-15T20:28:56.059225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:56.059260] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:56.059287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:56.059343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:56.116390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:56.117155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:56.117238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:56.117272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:56.239782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:56.239957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:56.239999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:56.240031] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:56.243523] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=73.93%)
[2025-12-15T20:28:56.243806] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-15T20:28:56.243927] [INFO ] [sig       ] PAC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:56.383704] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PAC.txt
[2025-12-15T20:28:56.383834] [INFO ] [sig       ] [2439/3591] Completed PAC in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:56.383872] [INFO ] [sig       ] [2440/3591] Forecasting PACB...
[2025-12-15T20:28:56.383902] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-15T20:28:56.383932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-15T20:28:56.394762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-15T20:28:56.395109] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-15T20:28:56.395880] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-15T20:28:56.395931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:56.396002] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:56.396031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:56.396088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:56.451379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:56.452128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:56.452207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:56.452239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:56.571553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:56.571718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:56.571756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:56.571784] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:56.575170] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-15T20:28:56.575439] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-15T20:28:56.575562] [INFO ] [sig       ] PACB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:56.715267] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PACB.txt
[2025-12-15T20:28:56.715425] [INFO ] [sig       ] [2440/3591] Completed PACB in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:56.715467] [INFO ] [sig       ] [2441/3591] Forecasting PACK...
[2025-12-15T20:28:56.715498] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-15T20:28:56.715527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-15T20:28:56.727453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-15T20:28:56.727880] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-15T20:28:56.728665] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-15T20:28:56.728715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:56.728750] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:56.728775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:56.728830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:56.786636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:56.787637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:56.787730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:56.787764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:56.914740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:56.914905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:56.914947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:56.914975] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:56.918609] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-15T20:28:56.918902] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-15T20:28:56.919062] [INFO ] [sig       ] PACK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:57.065870] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PACK.txt
[2025-12-15T20:28:57.066014] [INFO ] [sig       ] [2441/3591] Completed PACK in 0.4s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:57.066054] [INFO ] [sig       ] [2442/3591] Forecasting PAGP...
[2025-12-15T20:28:57.066084] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-15T20:28:57.066114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-15T20:28:57.077136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-15T20:28:57.077537] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-15T20:28:57.078306] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-15T20:28:57.078358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:57.078390] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:57.078417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:57.078472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:57.133723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:57.134455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:57.134534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:57.134565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:57.254595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:57.254750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:57.254790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:57.254821] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:57.258141] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-15T20:28:57.258409] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-15T20:28:57.258529] [INFO ] [sig       ] PAGP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:57.396852] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PAGP.txt
[2025-12-15T20:28:57.397022] [INFO ] [sig       ] [2442/3591] Completed PAGP in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:57.397063] [INFO ] [sig       ] [2443/3591] Forecasting PAGS...
[2025-12-15T20:28:57.397092] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-15T20:28:57.397124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-15T20:28:57.409087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-15T20:28:57.409477] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-15T20:28:57.410308] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-15T20:28:57.410362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:57.410394] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:57.410420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:57.410476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:57.474067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:57.475112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:57.475206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:57.475246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:57.604699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:57.604862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:57.604908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:57.604966] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:57.608509] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-15T20:28:57.608836] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-15T20:28:57.609006] [INFO ] [sig       ] PAGS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:57.750510] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PAGS.txt
[2025-12-15T20:28:57.750680] [INFO ] [sig       ] [2443/3591] Completed PAGS in 0.4s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:57.750740] [INFO ] [sig       ] [2444/3591] Forecasting PAHC...
[2025-12-15T20:28:57.750771] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-15T20:28:57.750800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-15T20:28:57.762062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-15T20:28:57.762431] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-15T20:28:57.763236] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-15T20:28:57.763289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:57.763322] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:57.763349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:57.763417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:57.822749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:57.823603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:57.823687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:57.823720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:57.943817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:57.943971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:57.944011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:57.944040] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:57.947389] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-15T20:28:57.947723] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-15T20:28:57.947882] [INFO ] [sig       ] PAHC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:58.086587] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PAHC.txt
[2025-12-15T20:28:58.086727] [INFO ] [sig       ] [2444/3591] Completed PAHC in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:58.086766] [INFO ] [sig       ] [2445/3591] Forecasting PAL...
[2025-12-15T20:28:58.086795] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-15T20:28:58.086824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-15T20:28:58.097901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-15T20:28:58.098237] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-15T20:28:58.099018] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-15T20:28:58.099070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:58.099101] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:58.099128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:58.099185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:58.155223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:58.155916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:58.156002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:58.156033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:58.272873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:58.273024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:58.273062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:58.273091] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:58.276425] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2025-12-15T20:28:58.276719] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-15T20:28:58.276865] [INFO ] [sig       ] PAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:58.417014] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PAL.txt
[2025-12-15T20:28:58.417162] [INFO ] [sig       ] [2445/3591] Completed PAL in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:58.417202] [INFO ] [sig       ] [2446/3591] Forecasting PAM...
[2025-12-15T20:28:58.417231] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-15T20:28:58.417262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-15T20:28:58.428407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-15T20:28:58.428828] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-15T20:28:58.429638] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-15T20:28:58.429688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:58.429719] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:58.429745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:58.429801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:58.485178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:58.485908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:58.485986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:58.486018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:58.605246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:58.605402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:58.605441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:58.605470] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:58.608852] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-15T20:28:58.609173] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-15T20:28:58.609303] [INFO ] [sig       ] PAM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:58.746521] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PAM.txt
[2025-12-15T20:28:58.746676] [INFO ] [sig       ] [2446/3591] Completed PAM in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:58.746717] [INFO ] [sig       ] [2447/3591] Forecasting PANL...
[2025-12-15T20:28:58.746748] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-15T20:28:58.746778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-15T20:28:58.757480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-15T20:28:58.757851] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-15T20:28:58.758620] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-15T20:28:58.758672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:58.758703] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:58.758730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:58.758792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:58.814229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:58.815098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:58.815182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:58.815213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:58.931225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:58.931377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:58.931415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:58.931460] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:58.934767] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-15T20:28:58.935043] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-15T20:28:58.935164] [INFO ] [sig       ] PANL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:28:59.071961] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PANL.txt
[2025-12-15T20:28:59.072088] [INFO ] [sig       ] [2447/3591] Completed PANL in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:59.072126] [INFO ] [sig       ] [2448/3591] Forecasting PASG...
[2025-12-15T20:28:59.072156] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-15T20:28:59.072185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-15T20:28:59.083601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-15T20:28:59.083969] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-15T20:28:59.084760] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-15T20:28:59.084811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:59.084842] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:59.084868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:59.084923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:59.143203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:59.144017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:59.144105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:59.144138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:59.261166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:59.261325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:59.261365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:59.261393] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:59.264829] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-15T20:28:59.265102] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-15T20:28:59.265225] [INFO ] [sig       ] PASG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:59.402132] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PASG.txt
[2025-12-15T20:28:59.402265] [INFO ] [sig       ] [2448/3591] Completed PASG in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:59.402303] [INFO ] [sig       ] [2449/3591] Forecasting PATH...
[2025-12-15T20:28:59.402333] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-15T20:28:59.402363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-15T20:28:59.413783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-15T20:28:59.414115] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-15T20:28:59.414899] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-15T20:28:59.414950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:59.414981] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:59.415008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:59.415064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:59.470025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:59.470843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:59.470940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:59.470973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:59.594607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:59.594754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:59.594792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:59.594820] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:59.598133] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-12-15T20:28:59.598403] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-15T20:28:59.598527] [INFO ] [sig       ] PATH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:28:59.736750] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PATH.txt
[2025-12-15T20:28:59.736881] [INFO ] [sig       ] [2449/3591] Completed PATH in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:28:59.736921] [INFO ] [sig       ] [2450/3591] Forecasting PATK...
[2025-12-15T20:28:59.736950] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-15T20:28:59.736979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-15T20:28:59.748008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-15T20:28:59.748333] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-15T20:28:59.749136] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-15T20:28:59.749188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:28:59.749218] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:28:59.749245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:28:59.749300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:28:59.806106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:28:59.806912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:28:59.807020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:28:59.807052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:28:59.923243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:28:59.923395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:28:59.923433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:28:59.923462] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:28:59.926808] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-15T20:28:59.927073] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-15T20:28:59.927192] [INFO ] [sig       ] PATK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:00.064389] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PATK.txt
[2025-12-15T20:29:00.064529] [INFO ] [sig       ] [2450/3591] Completed PATK in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:29:00.064586] [INFO ] [sig       ] [2451/3591] Forecasting PAX...
[2025-12-15T20:29:00.064621] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-15T20:29:00.064652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-15T20:29:00.075719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-15T20:29:00.076102] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-15T20:29:00.076895] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-15T20:29:00.076946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:00.076994] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:00.077024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:00.077080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:00.133252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:00.134107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:00.134206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:00.134239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:00.257529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:00.257731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:00.257779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:00.257810] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:00.261315] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-15T20:29:00.261608] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-15T20:29:00.261733] [INFO ] [sig       ] PAX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:00.400804] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PAX.txt
[2025-12-15T20:29:00.400953] [INFO ] [sig       ] [2451/3591] Completed PAX in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:29:00.400994] [INFO ] [sig       ] [2452/3591] Forecasting PAXS...
[2025-12-15T20:29:00.401024] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-15T20:29:00.401054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-15T20:29:00.413742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-15T20:29:00.414332] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-15T20:29:00.415716] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-15T20:29:00.415786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:00.415823] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:00.415855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:00.415931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:00.480371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:00.481243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:00.481327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:00.481360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:00.600289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:00.600447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:00.600486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:00.600515] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:00.603931] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-15T20:29:00.604219] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-15T20:29:00.604350] [INFO ] [sig       ] PAXS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:00.741660] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PAXS.txt
[2025-12-15T20:29:00.741813] [INFO ] [sig       ] [2452/3591] Completed PAXS in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:29:00.741853] [INFO ] [sig       ] [2453/3591] Forecasting PAY...
[2025-12-15T20:29:00.741884] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-15T20:29:00.741916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-15T20:29:00.752252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-15T20:29:00.752626] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-15T20:29:00.753372] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-15T20:29:00.753423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:00.753454] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:00.753480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:00.753536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:00.808638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:00.809405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:00.809489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:00.809521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:00.928193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:00.928351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:00.928391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:00.928420] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:00.932359] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=35.30%)
[2025-12-15T20:29:00.932758] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-15T20:29:00.932900] [INFO ] [sig       ] PAY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:01.077839] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PAY.txt
[2025-12-15T20:29:01.078018] [INFO ] [sig       ] [2453/3591] Completed PAY in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:29:01.078062] [INFO ] [sig       ] [2454/3591] Forecasting PAYC...
[2025-12-15T20:29:01.078093] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-15T20:29:01.078122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-15T20:29:01.089347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-15T20:29:01.089764] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-15T20:29:01.090667] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-15T20:29:01.090719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:01.090752] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:01.090780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:01.090837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:01.151323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:01.152167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:01.152248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:01.152282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:01.273738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:01.273894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:01.273935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:01.273963] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:01.277243] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2025-12-15T20:29:01.277519] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-15T20:29:01.277663] [INFO ] [sig       ] PAYC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:01.422393] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PAYC.txt
[2025-12-15T20:29:01.422547] [INFO ] [sig       ] [2454/3591] Completed PAYC in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:29:01.422608] [INFO ] [sig       ] [2455/3591] Forecasting PAYO...
[2025-12-15T20:29:01.422641] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-15T20:29:01.422695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-15T20:29:01.434026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-15T20:29:01.434451] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-15T20:29:01.435397] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-15T20:29:01.435451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:01.435484] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:01.435517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:01.435613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:01.497693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:01.498442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:01.498523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:01.498555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:01.629547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:01.629716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:01.629757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:01.629786] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:01.633433] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-15T20:29:01.633732] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-15T20:29:01.633875] [INFO ] [sig       ] PAYO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:01.776602] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PAYO.txt
[2025-12-15T20:29:01.776752] [INFO ] [sig       ] [2455/3591] Completed PAYO in 0.4s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-15T20:29:01.776794] [INFO ] [sig       ] [2456/3591] Forecasting PAYS...
[2025-12-15T20:29:01.776824] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-15T20:29:01.776853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-15T20:29:01.792684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-15T20:29:01.793390] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-15T20:29:01.794707] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-15T20:29:01.794776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:01.794829] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:01.794881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:01.794988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:01.879390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:01.880293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:01.880392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:01.880427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:02.001677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:02.001828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:02.001867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:02.001896] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:02.005244] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=52.40%)
[2025-12-15T20:29:02.005523] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-15T20:29:02.005668] [INFO ] [sig       ] PAYS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:02.170969] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PAYS.txt
[2025-12-15T20:29:02.171137] [INFO ] [sig       ] [2456/3591] Completed PAYS in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:02.171180] [INFO ] [sig       ] [2457/3591] Forecasting PAYX...
[2025-12-15T20:29:02.171211] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-15T20:29:02.171242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-15T20:29:02.183024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-15T20:29:02.183422] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-15T20:29:02.184272] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-15T20:29:02.184328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:02.184388] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:02.184422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:02.184497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:02.242376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:02.243253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:02.243343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:02.243376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:02.361905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:02.362059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:02.362097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:02.362134] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:02.365392] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-15T20:29:02.365684] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-15T20:29:02.365803] [INFO ] [sig       ] PAYX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:02.502226] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PAYX.txt
[2025-12-15T20:29:02.502344] [INFO ] [sig       ] [2457/3591] Completed PAYX in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:02.502382] [INFO ] [sig       ] [2458/3591] Forecasting PB...
[2025-12-15T20:29:02.502414] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-15T20:29:02.502444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-15T20:29:02.513747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-15T20:29:02.514109] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-15T20:29:02.514955] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-15T20:29:02.515007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:02.515039] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:02.515067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:02.515124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:02.573758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:02.574544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:02.574646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:02.574679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:02.696965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:02.697098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:02.697137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:02.697179] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:02.700441] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-15T20:29:02.700727] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-15T20:29:02.700854] [INFO ] [sig       ] PB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:02.846596] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PB.txt
[2025-12-15T20:29:02.846752] [INFO ] [sig       ] [2458/3591] Completed PB in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:02.846792] [INFO ] [sig       ] [2459/3591] Forecasting PBA...
[2025-12-15T20:29:02.846823] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-15T20:29:02.846860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-15T20:29:02.857633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-15T20:29:02.858007] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-15T20:29:02.858775] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-15T20:29:02.858826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:02.858858] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:02.858888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:02.858944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:02.914294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:02.915155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:02.915237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:02.915269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:03.042108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:03.042303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:03.042365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:03.042409] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:03.047437] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=79.27%)
[2025-12-15T20:29:03.047915] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-15T20:29:03.048114] [INFO ] [sig       ] PBA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:03.278339] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PBA.txt
[2025-12-15T20:29:03.278593] [INFO ] [sig       ] [2459/3591] Completed PBA in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:03.278664] [INFO ] [sig       ] [2460/3591] Forecasting PBF...
[2025-12-15T20:29:03.278720] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-15T20:29:03.278774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-15T20:29:03.294381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-15T20:29:03.294922] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-15T20:29:03.296015] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-15T20:29:03.296078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:03.296118] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:03.296152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:03.296232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:03.379458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:03.380395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:03.380492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:03.380526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:03.547283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:03.547463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:03.547514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:03.547553] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:03.552969] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=75.19%)
[2025-12-15T20:29:03.553475] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-15T20:29:03.553698] [INFO ] [sig       ] PBF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:03.779447] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PBF.txt
[2025-12-15T20:29:03.779696] [INFO ] [sig       ] [2460/3591] Completed PBF in 0.5s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:03.779766] [INFO ] [sig       ] [2461/3591] Forecasting PBFS...
[2025-12-15T20:29:03.779821] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-15T20:29:03.779873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-15T20:29:03.796526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-15T20:29:03.797195] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-15T20:29:03.798643] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-15T20:29:03.798737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:03.798788] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:03.798836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:03.798933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:03.877165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:03.878294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:03.878402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:03.878435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:04.010549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:04.010766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:04.010818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:04.010856] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:04.015693] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2025-12-15T20:29:04.016177] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-15T20:29:04.016382] [INFO ] [sig       ] PBFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:04.225544] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PBFS.txt
[2025-12-15T20:29:04.225733] [INFO ] [sig       ] [2461/3591] Completed PBFS in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:04.225776] [INFO ] [sig       ] [2462/3591] Forecasting PBH...
[2025-12-15T20:29:04.225807] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-15T20:29:04.225845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-15T20:29:04.238896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-15T20:29:04.239424] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-15T20:29:04.240368] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-15T20:29:04.240426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:04.240458] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:04.240486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:04.240559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:04.315398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:04.316385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:04.316474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:04.316517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:04.449334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:04.449498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:04.449540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:04.449569] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:04.453448] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=53.22%)
[2025-12-15T20:29:04.453825] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-15T20:29:04.453981] [INFO ] [sig       ] PBH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:04.622663] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PBH.txt
[2025-12-15T20:29:04.622813] [INFO ] [sig       ] [2462/3591] Completed PBH in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:04.622854] [INFO ] [sig       ] [2463/3591] Forecasting PBI...
[2025-12-15T20:29:04.622883] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-15T20:29:04.622913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-15T20:29:04.635394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-15T20:29:04.635771] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-15T20:29:04.636741] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-15T20:29:04.636791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:04.636822] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:04.636849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:04.636904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:04.692034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:04.692734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:04.692814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:04.692847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:04.807802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:04.807961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:04.808006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:04.808041] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:04.811415] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-15T20:29:04.811716] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-15T20:29:04.811842] [INFO ] [sig       ] PBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:04.949717] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PBI.txt
[2025-12-15T20:29:04.949859] [INFO ] [sig       ] [2463/3591] Completed PBI in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:04.949904] [INFO ] [sig       ] [2464/3591] Forecasting PBM...
[2025-12-15T20:29:04.949940] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-15T20:29:04.949976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-15T20:29:04.960695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-15T20:29:04.961064] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-15T20:29:04.961843] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-15T20:29:04.961911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:04.961943] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:04.961970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:04.962032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:05.017542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:05.018348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:05.018428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:05.018461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:05.136807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:05.136967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:05.137006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:05.137034] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:05.140327] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-15T20:29:05.140615] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-15T20:29:05.140740] [INFO ] [sig       ] PBM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:05.279809] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PBM.txt
[2025-12-15T20:29:05.279957] [INFO ] [sig       ] [2464/3591] Completed PBM in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:05.280003] [INFO ] [sig       ] [2465/3591] Forecasting PBYI...
[2025-12-15T20:29:05.280033] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-15T20:29:05.280061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-15T20:29:05.290980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-15T20:29:05.291329] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-15T20:29:05.292143] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-15T20:29:05.292194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:05.292224] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:05.292250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:05.292305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:05.349756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:05.350437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:05.350516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:05.350549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:05.472589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:05.472742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:05.472779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:05.472808] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:05.476137] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-15T20:29:05.476405] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-15T20:29:05.476527] [INFO ] [sig       ] PBYI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:05.613698] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PBYI.txt
[2025-12-15T20:29:05.613822] [INFO ] [sig       ] [2465/3591] Completed PBYI in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:05.613860] [INFO ] [sig       ] [2466/3591] Forecasting PCB...
[2025-12-15T20:29:05.613891] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-15T20:29:05.613928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-15T20:29:05.625005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-15T20:29:05.625430] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-15T20:29:05.626397] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-15T20:29:05.626451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:05.626482] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:05.626509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:05.626565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:05.683097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:05.683995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:05.684083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:05.684116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:05.804258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:05.804412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:05.804452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:05.804482] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:05.808082] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-15T20:29:05.808375] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-15T20:29:05.808503] [INFO ] [sig       ] PCB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:05.947539] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PCB.txt
[2025-12-15T20:29:05.947683] [INFO ] [sig       ] [2466/3591] Completed PCB in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:05.947723] [INFO ] [sig       ] [2467/3591] Forecasting PCF...
[2025-12-15T20:29:05.947752] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-15T20:29:05.947783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-15T20:29:05.958811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-15T20:29:05.959220] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-15T20:29:05.960021] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-15T20:29:05.960073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:05.960104] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:05.960131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:05.960191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:06.017081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:06.017915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:06.018030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:06.018065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:06.153286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:06.153450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:06.153494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:06.153525] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:06.156966] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=64.89%)
[2025-12-15T20:29:06.157255] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-15T20:29:06.157384] [INFO ] [sig       ] PCF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:06.301524] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PCF.txt
[2025-12-15T20:29:06.301700] [INFO ] [sig       ] [2467/3591] Completed PCF in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:06.301766] [INFO ] [sig       ] [2468/3591] Forecasting PCG...
[2025-12-15T20:29:06.301799] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-15T20:29:06.301830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-15T20:29:06.313287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-15T20:29:06.313667] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-15T20:29:06.314454] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-15T20:29:06.314504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:06.314536] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:06.314562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:06.314645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:06.369980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:06.371090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:06.371177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:06.371209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:06.494371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:06.494527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:06.494567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:06.494619] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:06.497871] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=66.12%)
[2025-12-15T20:29:06.498135] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-15T20:29:06.498253] [INFO ] [sig       ] PCG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:06.633963] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PCG.txt
[2025-12-15T20:29:06.634099] [INFO ] [sig       ] [2468/3591] Completed PCG in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:06.634138] [INFO ] [sig       ] [2469/3591] Forecasting PCH...
[2025-12-15T20:29:06.634168] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-15T20:29:06.634197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-15T20:29:06.646211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-15T20:29:06.646682] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-15T20:29:06.647526] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-15T20:29:06.647603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:06.647638] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:06.647665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:06.647721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:06.705075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:06.706091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:06.706182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:06.706215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:06.827240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:06.827398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:06.827439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:06.827467] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:06.830913] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-15T20:29:06.831194] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-15T20:29:06.831341] [INFO ] [sig       ] PCH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:06.969531] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PCH.txt
[2025-12-15T20:29:06.969681] [INFO ] [sig       ] [2469/3591] Completed PCH in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:06.969722] [INFO ] [sig       ] [2470/3591] Forecasting PCM...
[2025-12-15T20:29:06.969754] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-15T20:29:06.969784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-15T20:29:06.981221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-15T20:29:06.981606] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-15T20:29:06.982362] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-15T20:29:06.982413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:06.982444] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:06.982471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:06.982528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:07.040641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:07.041333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:07.041413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:07.041447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:07.164338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:07.164490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:07.164530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:07.164559] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:07.167928] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=60.28%)
[2025-12-15T20:29:07.168201] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-15T20:29:07.168321] [INFO ] [sig       ] PCM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:07.311735] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PCM.txt
[2025-12-15T20:29:07.311907] [INFO ] [sig       ] [2470/3591] Completed PCM in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:07.311949] [INFO ] [sig       ] [2471/3591] Forecasting PCN...
[2025-12-15T20:29:07.311978] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-15T20:29:07.312011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-15T20:29:07.323407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-15T20:29:07.323781] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-15T20:29:07.324612] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-15T20:29:07.324663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:07.324696] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:07.324722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:07.324777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:07.381664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:07.382281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:07.382359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:07.382392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:07.504393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:07.504547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:07.504640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:07.504672] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:07.508083] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-15T20:29:07.508360] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-15T20:29:07.508481] [INFO ] [sig       ] PCN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:07.646182] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PCN.txt
[2025-12-15T20:29:07.646286] [INFO ] [sig       ] [2471/3591] Completed PCN in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-15T20:29:07.646323] [INFO ] [sig       ] [2472/3591] Forecasting PCQ...
[2025-12-15T20:29:07.646352] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-15T20:29:07.646381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-15T20:29:07.656728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-15T20:29:07.657025] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-15T20:29:07.657801] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-15T20:29:07.657853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:07.657884] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:07.657910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:07.657965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:07.713562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:07.714151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:07.714228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:07.714259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:07.829149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:07.829234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:07.829269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:07.829296] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:07.832322] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-15T20:29:07.832590] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-15T20:29:07.832706] [INFO ] [sig       ] PCQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:07.969175] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PCQ.txt
[2025-12-15T20:29:07.969284] [INFO ] [sig       ] [2472/3591] Completed PCQ in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-15T20:29:07.969323] [INFO ] [sig       ] [2473/3591] Forecasting PCRX...
[2025-12-15T20:29:07.969352] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-15T20:29:07.969381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-15T20:29:07.980143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-15T20:29:07.980434] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-15T20:29:07.981190] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-15T20:29:07.981242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:07.981273] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:07.981299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:07.981355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:08.036522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:08.037093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:08.037185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:08.037217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:08.158047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:08.158203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:08.158242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:08.158271] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:08.161672] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-12-15T20:29:08.161941] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-15T20:29:08.162066] [INFO ] [sig       ] PCRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:08.301895] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PCRX.txt
[2025-12-15T20:29:08.302007] [INFO ] [sig       ] [2473/3591] Completed PCRX in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-15T20:29:08.302053] [INFO ] [sig       ] [2474/3591] Forecasting PCTY...
[2025-12-15T20:29:08.302088] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-15T20:29:08.302123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-15T20:29:08.313245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-15T20:29:08.313539] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-15T20:29:08.314286] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-15T20:29:08.314337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:08.314395] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:08.314423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:08.314480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:08.370296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:08.370876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:08.370950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:08.370983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:08.489312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:08.489435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:08.489473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:08.489501] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:08.492695] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=27.87%)
[2025-12-15T20:29:08.492956] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-15T20:29:08.493078] [INFO ] [sig       ] PCTY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:08.632253] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PCTY.txt
[2025-12-15T20:29:08.632355] [INFO ] [sig       ] [2474/3591] Completed PCTY in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:08.632391] [INFO ] [sig       ] [2475/3591] Forecasting PCVX...
[2025-12-15T20:29:08.632420] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-15T20:29:08.632449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-15T20:29:08.643458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-15T20:29:08.643759] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-15T20:29:08.644485] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-15T20:29:08.644535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:08.644605] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:08.644636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:08.644693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:08.701144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:08.702006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:08.702103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:08.702144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:08.824940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:08.825107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:08.825155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:08.825188] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:08.828459] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2025-12-15T20:29:08.828743] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-15T20:29:08.828864] [INFO ] [sig       ] PCVX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:08.968229] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PCVX.txt
[2025-12-15T20:29:08.968383] [INFO ] [sig       ] [2475/3591] Completed PCVX in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:08.968425] [INFO ] [sig       ] [2476/3591] Forecasting PCYO...
[2025-12-15T20:29:08.968454] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-15T20:29:08.968484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-15T20:29:08.979432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-15T20:29:08.979812] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-15T20:29:08.980626] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-15T20:29:08.980677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:08.980708] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:08.980735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:08.980791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:09.036687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:09.037549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:09.037649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:09.037682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:09.155138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:09.155302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:09.155340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:09.155368] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:09.158687] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-12-15T20:29:09.158977] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-15T20:29:09.159125] [INFO ] [sig       ] PCYO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:09.298279] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PCYO.txt
[2025-12-15T20:29:09.298435] [INFO ] [sig       ] [2476/3591] Completed PCYO in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:09.298475] [INFO ] [sig       ] [2477/3591] Forecasting PD...
[2025-12-15T20:29:09.298505] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-15T20:29:09.298538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-15T20:29:09.309957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-15T20:29:09.310349] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-15T20:29:09.311116] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-15T20:29:09.311166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:09.311197] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:09.311224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:09.311279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:09.368094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:09.369044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:09.369130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:09.369164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:09.486223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:09.486366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:09.486407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:09.486466] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:09.489876] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-12-15T20:29:09.490227] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-15T20:29:09.490361] [INFO ] [sig       ] PD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:09.632423] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PD.txt
[2025-12-15T20:29:09.632558] [INFO ] [sig       ] [2477/3591] Completed PD in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:09.632617] [INFO ] [sig       ] [2478/3591] Forecasting PDBC...
[2025-12-15T20:29:09.632647] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-15T20:29:09.632676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-15T20:29:09.643462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-15T20:29:09.643813] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-15T20:29:09.644612] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-15T20:29:09.644667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:09.644698] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:09.644724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:09.644779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:09.702803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:09.703588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:09.703671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:09.703704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:09.819485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:09.819656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:09.819695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:09.819725] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:09.823075] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-15T20:29:09.823341] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-15T20:29:09.823462] [INFO ] [sig       ] PDBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:09.964467] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PDBC.txt
[2025-12-15T20:29:09.964645] [INFO ] [sig       ] [2478/3591] Completed PDBC in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:09.964688] [INFO ] [sig       ] [2479/3591] Forecasting PDD...
[2025-12-15T20:29:09.964720] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-15T20:29:09.964759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-15T20:29:09.976514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-15T20:29:09.976880] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-15T20:29:09.977853] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-15T20:29:09.977904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:09.977943] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:09.977973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:09.978031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:10.035415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:10.036244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:10.036326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:10.036358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:10.158739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:10.158890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:10.158929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:10.158980] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:10.162403] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-15T20:29:10.162688] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-15T20:29:10.162809] [INFO ] [sig       ] PDD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:10.301620] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PDD.txt
[2025-12-15T20:29:10.301758] [INFO ] [sig       ] [2479/3591] Completed PDD in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:10.301798] [INFO ] [sig       ] [2480/3591] Forecasting PDEX...
[2025-12-15T20:29:10.301828] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-15T20:29:10.301860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-15T20:29:10.312893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-15T20:29:10.313208] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-15T20:29:10.313991] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-15T20:29:10.314043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:10.314075] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:10.314101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:10.314157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:10.370775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:10.371481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:10.371560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:10.371612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:10.492748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:10.492901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:10.492941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:10.492971] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:10.496338] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-15T20:29:10.496623] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-15T20:29:10.496747] [INFO ] [sig       ] PDEX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:10.638227] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PDEX.txt
[2025-12-15T20:29:10.638361] [INFO ] [sig       ] [2480/3591] Completed PDEX in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:10.638400] [INFO ] [sig       ] [2481/3591] Forecasting PDFS...
[2025-12-15T20:29:10.638430] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-15T20:29:10.638458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-15T20:29:10.649001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-15T20:29:10.649310] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-15T20:29:10.650108] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-15T20:29:10.650163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:10.650194] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:10.650221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:10.650277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:10.707993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:10.708742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:10.708820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:10.708853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:10.832250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:10.832400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:10.832441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:10.832471] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:10.835800] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=55.75%)
[2025-12-15T20:29:10.836059] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-15T20:29:10.836178] [INFO ] [sig       ] PDFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:10.974977] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PDFS.txt
[2025-12-15T20:29:10.975105] [INFO ] [sig       ] [2481/3591] Completed PDFS in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:10.975145] [INFO ] [sig       ] [2482/3591] Forecasting PDI...
[2025-12-15T20:29:10.975174] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-15T20:29:10.975203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-15T20:29:10.986140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-15T20:29:10.986463] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-15T20:29:10.987216] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-15T20:29:10.987266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:10.987298] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:10.987324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:10.987380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:11.044211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:11.045031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:11.045119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:11.045153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:11.162323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:11.162470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:11.162509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:11.162554] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:11.165843] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-15T20:29:11.166116] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-15T20:29:11.166238] [INFO ] [sig       ] PDI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:11.303118] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PDI.txt
[2025-12-15T20:29:11.303251] [INFO ] [sig       ] [2482/3591] Completed PDI in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:11.303290] [INFO ] [sig       ] [2483/3591] Forecasting PDLB...
[2025-12-15T20:29:11.303320] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-15T20:29:11.303350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-15T20:29:11.313759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-15T20:29:11.314072] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-15T20:29:11.314827] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-15T20:29:11.314877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:11.314907] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:11.314933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:11.314987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:11.370748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:11.371378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:11.371457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:11.371489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:11.494062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:11.494211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:11.494252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:11.494281] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:11.497688] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-15T20:29:11.497960] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-15T20:29:11.498103] [INFO ] [sig       ] PDLB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:11.637996] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PDLB.txt
[2025-12-15T20:29:11.638126] [INFO ] [sig       ] [2483/3591] Completed PDLB in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:11.638166] [INFO ] [sig       ] [2484/3591] Forecasting PDM...
[2025-12-15T20:29:11.638197] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-15T20:29:11.638227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-15T20:29:11.648770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-15T20:29:11.649131] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-15T20:29:11.649905] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-15T20:29:11.649956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:11.649988] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:11.650017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:11.650074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:11.706051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:11.706808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:11.706925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:11.706960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:11.831169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:11.831321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:11.831361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:11.831390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:11.834767] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=21.44%)
[2025-12-15T20:29:11.835039] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-15T20:29:11.835163] [INFO ] [sig       ] PDM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:11.975644] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PDM.txt
[2025-12-15T20:29:11.975804] [INFO ] [sig       ] [2484/3591] Completed PDM in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:11.975847] [INFO ] [sig       ] [2485/3591] Forecasting PDO...
[2025-12-15T20:29:11.975878] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-15T20:29:11.975911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-15T20:29:11.987205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-15T20:29:11.987616] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-15T20:29:11.988398] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-15T20:29:11.988461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:11.988505] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:11.988544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:11.988630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:12.044882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:12.045707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:12.045789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:12.045821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:12.160185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:12.160341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:12.160382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:12.160411] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:12.163795] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-12-15T20:29:12.164082] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-15T20:29:12.164215] [INFO ] [sig       ] PDO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:12.308727] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PDO.txt
[2025-12-15T20:29:12.308878] [INFO ] [sig       ] [2485/3591] Completed PDO in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:12.308918] [INFO ] [sig       ] [2486/3591] Forecasting PDP...
[2025-12-15T20:29:12.308948] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-15T20:29:12.309007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-15T20:29:12.319992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-15T20:29:12.320355] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-15T20:29:12.321122] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-15T20:29:12.321174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:12.321205] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:12.321231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:12.321303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:12.377976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:12.378873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:12.378979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:12.379020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:12.491871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:12.492009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:12.492047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:12.492075] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:12.495337] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-15T20:29:12.495642] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-15T20:29:12.495763] [INFO ] [sig       ] PDP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:12.634873] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PDP.txt
[2025-12-15T20:29:12.635003] [INFO ] [sig       ] [2486/3591] Completed PDP in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:12.635044] [INFO ] [sig       ] [2487/3591] Forecasting PDS...
[2025-12-15T20:29:12.635073] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-15T20:29:12.635103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-15T20:29:12.645667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-15T20:29:12.645971] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-15T20:29:12.646732] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-15T20:29:12.646783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:12.646814] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:12.646841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:12.646896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:12.702643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:12.703243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:12.703318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:12.703350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:12.821611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:12.821769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:12.821808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:12.821837] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:12.825115] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=45.68%)
[2025-12-15T20:29:12.825381] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-15T20:29:12.825507] [INFO ] [sig       ] PDS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:12.964066] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PDS.txt
[2025-12-15T20:29:12.964215] [INFO ] [sig       ] [2487/3591] Completed PDS in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:12.964254] [INFO ] [sig       ] [2488/3591] Forecasting PDX...
[2025-12-15T20:29:12.964284] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-15T20:29:12.964314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-15T20:29:12.975401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-15T20:29:12.975725] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-15T20:29:12.976456] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-15T20:29:12.976520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:12.976552] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:12.976596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:12.976654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:13.031978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:13.032566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:13.032658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:13.032689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:13.149838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:13.150009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:13.150048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:13.150085] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:13.153367] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-15T20:29:13.153650] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-15T20:29:13.153769] [INFO ] [sig       ] PDX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:13.339339] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PDX.txt
[2025-12-15T20:29:13.339506] [INFO ] [sig       ] [2488/3591] Completed PDX in 0.4s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:13.339548] [INFO ] [sig       ] [2489/3591] Forecasting PDYN...
[2025-12-15T20:29:13.339594] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-15T20:29:13.339627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-15T20:29:13.350638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-15T20:29:13.350951] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-15T20:29:13.351773] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-15T20:29:13.351833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:13.351863] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:13.351890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:13.351945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:13.407723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:13.408444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:13.408526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:13.408558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:13.524427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:13.524594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:13.524636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:13.524665] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:13.527973] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-15T20:29:13.528264] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-15T20:29:13.528390] [INFO ] [sig       ] PDYN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:13.672437] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PDYN.txt
[2025-12-15T20:29:13.672606] [INFO ] [sig       ] [2489/3591] Completed PDYN in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-15T20:29:13.672649] [INFO ] [sig       ] [2490/3591] Forecasting PEB...
[2025-12-15T20:29:13.672679] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-15T20:29:13.672709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-15T20:29:13.683915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-15T20:29:13.684275] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-15T20:29:13.685057] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-15T20:29:13.685108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:13.685139] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:13.685165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:13.685221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:13.740962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:13.741731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:13.741811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:13.741842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:13.865024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:13.865186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:13.865234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:13.865268] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:13.868646] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=38.93%)
[2025-12-15T20:29:13.868921] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-15T20:29:13.869078] [INFO ] [sig       ] PEB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:14.012746] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PEB.txt
[2025-12-15T20:29:14.012881] [INFO ] [sig       ] [2490/3591] Completed PEB in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-15T20:29:14.012920] [INFO ] [sig       ] [2491/3591] Forecasting PEBK...
[2025-12-15T20:29:14.012950] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-15T20:29:14.012979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-15T20:29:14.022681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-15T20:29:14.022959] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-15T20:29:14.023799] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-15T20:29:14.023860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:14.023922] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:14.023952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:14.024011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:14.081294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:14.082126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:14.082215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:14.082249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:14.177825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:14.177979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:14.178029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:14.178061] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:14.181850] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=55.61%)
[2025-12-15T20:29:14.182175] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-15T20:29:14.182327] [INFO ] [sig       ] PEBK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:14.325184] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PEBK.txt
[2025-12-15T20:29:14.325314] [INFO ] [sig       ] [2491/3591] Completed PEBK in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-15T20:29:14.325361] [INFO ] [sig       ] [2492/3591] Forecasting PEBO...
[2025-12-15T20:29:14.325391] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-15T20:29:14.325423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-15T20:29:14.336344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-15T20:29:14.336697] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-15T20:29:14.337444] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-15T20:29:14.337494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:14.337525] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:14.337551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:14.337630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:14.397236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:14.398072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:14.398153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:14.398186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:14.516260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:14.516400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:14.516439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:14.516467] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:14.519747] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-12-15T20:29:14.520011] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-15T20:29:14.520132] [INFO ] [sig       ] PEBO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:14.660516] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PEBO.txt
[2025-12-15T20:29:14.660690] [INFO ] [sig       ] [2492/3591] Completed PEBO in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:14.660734] [INFO ] [sig       ] [2493/3591] Forecasting PECO...
[2025-12-15T20:29:14.660764] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-15T20:29:14.660795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-15T20:29:14.672424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-15T20:29:14.672758] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-15T20:29:14.673513] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-15T20:29:14.673564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:14.673619] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:14.673647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:14.673704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:14.730921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:14.731764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:14.731852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:14.731885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:14.853605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:14.853760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:14.853799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:14.853827] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:14.857199] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-15T20:29:14.857510] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-15T20:29:14.857651] [INFO ] [sig       ] PECO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:15.002622] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PECO.txt
[2025-12-15T20:29:15.002753] [INFO ] [sig       ] [2493/3591] Completed PECO in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:15.002793] [INFO ] [sig       ] [2494/3591] Forecasting PEG...
[2025-12-15T20:29:15.002823] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-15T20:29:15.002853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-15T20:29:15.014207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-15T20:29:15.014537] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-15T20:29:15.015342] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-15T20:29:15.015393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:15.015425] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:15.015451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:15.015508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:15.072746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:15.073367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:15.073446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:15.073479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:15.193175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:15.193331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:15.193369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:15.193428] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:15.196844] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-12-15T20:29:15.197116] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-15T20:29:15.197263] [INFO ] [sig       ] PEG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:15.344175] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PEG.txt
[2025-12-15T20:29:15.344308] [INFO ] [sig       ] [2494/3591] Completed PEG in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:15.344348] [INFO ] [sig       ] [2495/3591] Forecasting PEGA...
[2025-12-15T20:29:15.344378] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-15T20:29:15.344410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-15T20:29:15.355888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-15T20:29:15.356225] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-15T20:29:15.357001] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-15T20:29:15.357053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:15.357085] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:15.357113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:15.357170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:15.415396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:15.416055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:15.416134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:15.416167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:15.539228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:15.539386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:15.539443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:15.539473] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:15.542902] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-15T20:29:15.543179] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-15T20:29:15.543324] [INFO ] [sig       ] PEGA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:15.687315] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PEGA.txt
[2025-12-15T20:29:15.687443] [INFO ] [sig       ] [2495/3591] Completed PEGA in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:15.687483] [INFO ] [sig       ] [2496/3591] Forecasting PEN...
[2025-12-15T20:29:15.687512] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-15T20:29:15.687541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-15T20:29:15.698449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-15T20:29:15.698847] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-15T20:29:15.699643] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-15T20:29:15.699693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:15.699723] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:15.699748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:15.699803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:15.754915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:15.755633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:15.755711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:15.755742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:15.875167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:15.875314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:15.875354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:15.875382] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:15.878649] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2025-12-15T20:29:15.878912] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-15T20:29:15.879053] [INFO ] [sig       ] PEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:16.016484] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PEN.txt
[2025-12-15T20:29:16.016631] [INFO ] [sig       ] [2496/3591] Completed PEN in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:16.016674] [INFO ] [sig       ] [2497/3591] Forecasting PENN...
[2025-12-15T20:29:16.016704] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-15T20:29:16.016733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-15T20:29:16.027964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-15T20:29:16.028328] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-15T20:29:16.029110] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-15T20:29:16.029161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:16.029191] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:16.029217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:16.029272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:16.083726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:16.084375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:16.084451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:16.084484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:16.203586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:16.203733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:16.203773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:16.203803] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:16.207187] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-15T20:29:16.207461] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-15T20:29:16.207619] [INFO ] [sig       ] PENN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:16.345931] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PENN.txt
[2025-12-15T20:29:16.346057] [INFO ] [sig       ] [2497/3591] Completed PENN in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:16.346096] [INFO ] [sig       ] [2498/3591] Forecasting PEO...
[2025-12-15T20:29:16.346125] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-15T20:29:16.346154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-15T20:29:16.356729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-15T20:29:16.357064] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-15T20:29:16.357848] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-15T20:29:16.357899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:16.357930] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:16.357956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:16.358012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:16.413067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:16.413837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:16.413914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:16.413946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:16.534658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:16.534830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:16.534880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:16.534910] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:16.538240] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=79.45%)
[2025-12-15T20:29:16.538513] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-15T20:29:16.538655] [INFO ] [sig       ] PEO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:16.679072] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PEO.txt
[2025-12-15T20:29:16.679233] [INFO ] [sig       ] [2498/3591] Completed PEO in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:16.679275] [INFO ] [sig       ] [2499/3591] Forecasting PEP...
[2025-12-15T20:29:16.679306] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-15T20:29:16.679337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-15T20:29:16.690398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-15T20:29:16.690772] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-15T20:29:16.691547] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-15T20:29:16.691621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:16.691670] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:16.691697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:16.691755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:16.747087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:16.747722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:16.747799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:16.747831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:16.866848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:16.866995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:16.867033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:16.867061] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:16.870332] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=29.96%)
[2025-12-15T20:29:16.870611] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-15T20:29:16.870731] [INFO ] [sig       ] PEP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:17.011840] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PEP.txt
[2025-12-15T20:29:17.011978] [INFO ] [sig       ] [2499/3591] Completed PEP in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:17.012017] [INFO ] [sig       ] [2500/3591] Forecasting PEPG...
[2025-12-15T20:29:17.012047] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-15T20:29:17.012076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-15T20:29:17.023176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-15T20:29:17.023489] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-15T20:29:17.024250] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-15T20:29:17.024301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:17.024332] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:17.024358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:17.024413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:17.080554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:17.081393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:17.081477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:17.081509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:17.198625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:17.198775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:17.198816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:17.198843] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:17.202202] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-15T20:29:17.202493] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-15T20:29:17.202631] [INFO ] [sig       ] PEPG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:17.343973] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PEPG.txt
[2025-12-15T20:29:17.344098] [INFO ] [sig       ] [2500/3591] Completed PEPG in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:17.344138] [INFO ] [sig       ] [2501/3591] Forecasting PERF...
[2025-12-15T20:29:17.344168] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-15T20:29:17.344198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-15T20:29:17.354777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-15T20:29:17.355106] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-15T20:29:17.355893] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-15T20:29:17.355943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:17.355974] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:17.356000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:17.356055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:17.413310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:17.413944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:17.414044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:17.414078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:17.524670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:17.524805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:17.524842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:17.524870] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:17.528144] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-15T20:29:17.528407] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-15T20:29:17.528524] [INFO ] [sig       ] PERF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:17.668069] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PERF.txt
[2025-12-15T20:29:17.668188] [INFO ] [sig       ] [2501/3591] Completed PERF in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:17.668227] [INFO ] [sig       ] [2502/3591] Forecasting PERI...
[2025-12-15T20:29:17.668255] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-15T20:29:17.668284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-15T20:29:17.680293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-15T20:29:17.680627] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-15T20:29:17.681389] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-15T20:29:17.681440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:17.681471] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:17.681497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:17.681554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:17.737246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:17.737883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:17.737959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:17.737992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:17.858426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:17.858602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:17.858644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:17.858672] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:17.862021] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-15T20:29:17.862295] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-15T20:29:17.862417] [INFO ] [sig       ] PERI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:18.001774] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PERI.txt
[2025-12-15T20:29:18.001924] [INFO ] [sig       ] [2502/3591] Completed PERI in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:18.001964] [INFO ] [sig       ] [2503/3591] Forecasting PESI...
[2025-12-15T20:29:18.002001] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-15T20:29:18.002032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-15T20:29:18.016649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-15T20:29:18.016951] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-15T20:29:18.017708] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-15T20:29:18.017758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:18.017789] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:18.017816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:18.017871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:18.076121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:18.076784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:18.076863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:18.076896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:18.199148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:18.199307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:18.199352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:18.199385] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:18.202711] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2025-12-15T20:29:18.202972] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-15T20:29:18.203091] [INFO ] [sig       ] PESI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:18.343145] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PESI.txt
[2025-12-15T20:29:18.343273] [INFO ] [sig       ] [2503/3591] Completed PESI in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:18.343311] [INFO ] [sig       ] [2504/3591] Forecasting PETS...
[2025-12-15T20:29:18.343340] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-15T20:29:18.343370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-15T20:29:18.361411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-15T20:29:18.361863] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-15T20:29:18.362644] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-15T20:29:18.362695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:18.362727] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:18.362753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:18.362810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:18.420176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:18.421141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:18.421229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:18.421262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:18.543091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:18.543253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:18.543292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:18.543321] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:18.546684] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-15T20:29:18.546956] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-15T20:29:18.547078] [INFO ] [sig       ] PETS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:18.686717] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PETS.txt
[2025-12-15T20:29:18.686883] [INFO ] [sig       ] [2504/3591] Completed PETS in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:18.686923] [INFO ] [sig       ] [2505/3591] Forecasting PEY...
[2025-12-15T20:29:18.686954] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-15T20:29:18.686983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-15T20:29:18.698189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-15T20:29:18.698625] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-15T20:29:18.699410] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-15T20:29:18.699462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:18.699493] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:18.699518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:18.699593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:18.755304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:18.756168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:18.756248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:18.756280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:18.874066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:18.874224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:18.874264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:18.874292] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:18.877671] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=46.72%)
[2025-12-15T20:29:18.877950] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-15T20:29:18.878069] [INFO ] [sig       ] PEY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:19.018781] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PEY.txt
[2025-12-15T20:29:19.018916] [INFO ] [sig       ] [2505/3591] Completed PEY in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:19.018976] [INFO ] [sig       ] [2506/3591] Forecasting PFBC...
[2025-12-15T20:29:19.019013] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-15T20:29:19.019050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-15T20:29:19.029759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-15T20:29:19.030096] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-15T20:29:19.030893] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-15T20:29:19.030943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:19.030974] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:19.031000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:19.031055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:19.086766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:19.087626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:19.087710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:19.087742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:19.202908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:19.203061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:19.203100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:19.203146] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:19.206424] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-15T20:29:19.206717] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-15T20:29:19.206843] [INFO ] [sig       ] PFBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:19.342749] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PFBC.txt
[2025-12-15T20:29:19.342882] [INFO ] [sig       ] [2506/3591] Completed PFBC in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:19.342921] [INFO ] [sig       ] [2507/3591] Forecasting PFD...
[2025-12-15T20:29:19.342951] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-15T20:29:19.342980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-15T20:29:19.354551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-15T20:29:19.354997] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-15T20:29:19.355820] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-15T20:29:19.355874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:19.355906] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:19.355933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:19.355991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:19.413975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:19.414864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:19.414950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:19.414982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:19.525673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:19.525843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:19.525884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:19.525914] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:19.529451] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=85.61%)
[2025-12-15T20:29:19.529756] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-15T20:29:19.529886] [INFO ] [sig       ] PFD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:19.672025] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PFD.txt
[2025-12-15T20:29:19.672179] [INFO ] [sig       ] [2507/3591] Completed PFD in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-15T20:29:19.672218] [INFO ] [sig       ] [2508/3591] Forecasting PFF...
[2025-12-15T20:29:19.672248] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-15T20:29:19.672277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-15T20:29:19.686836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-15T20:29:19.687274] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-15T20:29:19.688244] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-15T20:29:19.688309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:19.688382] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:19.688416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:19.688493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:19.747016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:19.747851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:19.747934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:19.747982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:19.871374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:19.871533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:19.871590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:19.871621] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:19.875064] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-15T20:29:19.875393] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-15T20:29:19.875532] [INFO ] [sig       ] PFF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:20.018707] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PFF.txt
[2025-12-15T20:29:20.018861] [INFO ] [sig       ] [2508/3591] Completed PFF in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-15T20:29:20.018901] [INFO ] [sig       ] [2509/3591] Forecasting PFG...
[2025-12-15T20:29:20.018931] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-15T20:29:20.018989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-15T20:29:20.029803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-15T20:29:20.030171] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-15T20:29:20.030966] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-15T20:29:20.031017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:20.031048] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:20.031074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:20.031130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:20.087007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:20.087793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:20.087873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:20.087904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:20.211429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:20.211599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:20.211641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:20.211669] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:20.214988] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-15T20:29:20.215266] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-15T20:29:20.215396] [INFO ] [sig       ] PFG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:20.355653] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PFG.txt
[2025-12-15T20:29:20.355802] [INFO ] [sig       ] [2509/3591] Completed PFG in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:20.355842] [INFO ] [sig       ] [2510/3591] Forecasting PFGC...
[2025-12-15T20:29:20.355872] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-15T20:29:20.355901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-15T20:29:20.366899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-15T20:29:20.367257] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-15T20:29:20.368078] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-15T20:29:20.368135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:20.368169] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:20.368214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:20.368273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:20.425903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:20.426719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:20.426801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:20.426837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:20.550890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:20.551055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:20.551097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:20.551127] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:20.554677] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-15T20:29:20.555015] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-15T20:29:20.555154] [INFO ] [sig       ] PFGC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:20.717193] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PFGC.txt
[2025-12-15T20:29:20.717364] [INFO ] [sig       ] [2510/3591] Completed PFGC in 0.4s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:20.717412] [INFO ] [sig       ] [2511/3591] Forecasting PFH...
[2025-12-15T20:29:20.717449] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-15T20:29:20.717486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-15T20:29:20.729138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-15T20:29:20.729556] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-15T20:29:20.730350] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-15T20:29:20.730403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:20.730436] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:20.730463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:20.730521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:20.787781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:20.788654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:20.788741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:20.788776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:20.910879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:20.911050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:20.911095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:20.911159] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:20.915013] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2025-12-15T20:29:20.915301] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-15T20:29:20.915441] [INFO ] [sig       ] PFH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:21.064282] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PFH.txt
[2025-12-15T20:29:21.064444] [INFO ] [sig       ] [2511/3591] Completed PFH in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:21.064489] [INFO ] [sig       ] [2512/3591] Forecasting PFIS...
[2025-12-15T20:29:21.064520] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-15T20:29:21.064554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-15T20:29:21.075692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-15T20:29:21.076035] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-15T20:29:21.076829] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-15T20:29:21.076880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:21.076911] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:21.076936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:21.076991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:21.131941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:21.132563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:21.132656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:21.132688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:21.243089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:21.243240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:21.243278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:21.243305] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:21.246553] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-12-15T20:29:21.246836] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-15T20:29:21.246959] [INFO ] [sig       ] PFIS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:21.383208] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PFIS.txt
[2025-12-15T20:29:21.383394] [INFO ] [sig       ] [2512/3591] Completed PFIS in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:21.383436] [INFO ] [sig       ] [2513/3591] Forecasting PFL...
[2025-12-15T20:29:21.383465] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-15T20:29:21.383495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-15T20:29:21.394652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-15T20:29:21.395057] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-15T20:29:21.395907] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-15T20:29:21.395960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:21.395993] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:21.396020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:21.396078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:21.452933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:21.453814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:21.453895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:21.453927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:21.569447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:21.569601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:21.569641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:21.569670] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:21.572891] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-15T20:29:21.573161] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-15T20:29:21.573282] [INFO ] [sig       ] PFL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:21.710647] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PFL.txt
[2025-12-15T20:29:21.710773] [INFO ] [sig       ] [2513/3591] Completed PFL in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:21.710813] [INFO ] [sig       ] [2514/3591] Forecasting PFM...
[2025-12-15T20:29:21.710842] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-15T20:29:21.710879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-15T20:29:21.722458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-15T20:29:21.722906] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-15T20:29:21.723818] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-15T20:29:21.723870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:21.723902] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:21.723929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:21.723985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:21.785688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:21.786630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:21.786716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:21.786750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:21.914023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:21.914182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:21.914223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:21.914251] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:21.917613] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-12-15T20:29:21.917878] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-15T20:29:21.918001] [INFO ] [sig       ] PFM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:22.059620] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PFM.txt
[2025-12-15T20:29:22.059763] [INFO ] [sig       ] [2514/3591] Completed PFM in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:22.059804] [INFO ] [sig       ] [2515/3591] Forecasting PFN...
[2025-12-15T20:29:22.059836] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-15T20:29:22.059867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-15T20:29:22.071025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-15T20:29:22.071421] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-15T20:29:22.072218] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-15T20:29:22.072270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:22.072302] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:22.072329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:22.072394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:22.129966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:22.130988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:22.131074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:22.131107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:22.250673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:22.250823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:22.250865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:22.250894] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:22.254356] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=20.80%)
[2025-12-15T20:29:22.254658] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-15T20:29:22.254794] [INFO ] [sig       ] PFN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:22.400131] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PFN.txt
[2025-12-15T20:29:22.400278] [INFO ] [sig       ] [2515/3591] Completed PFN in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:22.400321] [INFO ] [sig       ] [2516/3591] Forecasting PFO...
[2025-12-15T20:29:22.400351] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-15T20:29:22.400382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-15T20:29:22.411481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-15T20:29:22.411894] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-15T20:29:22.412697] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-15T20:29:22.412749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:22.412781] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:22.412809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:22.412867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:22.471856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:22.472603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:22.472695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:22.472732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:22.592965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:22.593094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:22.593135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:22.593165] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:22.596609] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-12-15T20:29:22.596932] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-15T20:29:22.597078] [INFO ] [sig       ] PFO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:22.749361] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PFO.txt
[2025-12-15T20:29:22.749507] [INFO ] [sig       ] [2516/3591] Completed PFO in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:22.749548] [INFO ] [sig       ] [2517/3591] Forecasting PFS...
[2025-12-15T20:29:22.749597] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-15T20:29:22.749631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-15T20:29:22.761548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-15T20:29:22.761956] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-15T20:29:22.762795] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-15T20:29:22.762847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:22.762877] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:22.762904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:22.762959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:22.823463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:22.824245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:22.824327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:22.824360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:22.952107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:22.952253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:22.952295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:22.952325] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:22.955894] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-15T20:29:22.956207] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-15T20:29:22.956350] [INFO ] [sig       ] PFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:23.100401] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PFS.txt
[2025-12-15T20:29:23.100594] [INFO ] [sig       ] [2517/3591] Completed PFS in 0.4s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:23.100646] [INFO ] [sig       ] [2518/3591] Forecasting PFSI...
[2025-12-15T20:29:23.100682] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-15T20:29:23.100721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-15T20:29:23.112016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-15T20:29:23.112376] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-15T20:29:23.113205] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-15T20:29:23.113258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:23.113289] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:23.113316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:23.113377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:23.168731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:23.169700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:23.169820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:23.169855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:23.288831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:23.289025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:23.289072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:23.289112] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:23.292591] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2025-12-15T20:29:23.292918] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-15T20:29:23.293055] [INFO ] [sig       ] PFSI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:23.437125] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PFSI.txt
[2025-12-15T20:29:23.437274] [INFO ] [sig       ] [2518/3591] Completed PFSI in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:23.437313] [INFO ] [sig       ] [2519/3591] Forecasting PGC...
[2025-12-15T20:29:23.437344] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-15T20:29:23.437379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-15T20:29:23.451212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-15T20:29:23.451496] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-15T20:29:23.452248] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-15T20:29:23.452299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:23.452333] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:23.452366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:23.452435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:23.509432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:23.510047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:23.510122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:23.510155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:23.632318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:23.632512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:23.632552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:23.632598] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:23.635920] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-15T20:29:23.636186] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-15T20:29:23.636305] [INFO ] [sig       ] PGC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:23.773701] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PGC.txt
[2025-12-15T20:29:23.773805] [INFO ] [sig       ] [2519/3591] Completed PGC in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:23.773843] [INFO ] [sig       ] [2520/3591] Forecasting PGEN...
[2025-12-15T20:29:23.773872] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-15T20:29:23.773900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-15T20:29:23.785737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-15T20:29:23.786179] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-15T20:29:23.787003] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-15T20:29:23.787057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:23.787089] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:23.787114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:23.787169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:23.843202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:23.844141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:23.844230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:23.844262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:23.963227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:23.963409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:23.963452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:23.963481] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:23.966979] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: UP (p=76.15%)
[2025-12-15T20:29:23.967289] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-15T20:29:23.967440] [INFO ] [sig       ] PGEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:24.108950] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PGEN.txt
[2025-12-15T20:29:24.109147] [INFO ] [sig       ] [2520/3591] Completed PGEN in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:24.109192] [INFO ] [sig       ] [2521/3591] Forecasting PGJ...
[2025-12-15T20:29:24.109222] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-15T20:29:24.109254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-15T20:29:24.121452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-15T20:29:24.121921] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-15T20:29:24.122732] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-15T20:29:24.122783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:24.122815] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:24.122841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:24.122896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:24.179594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:24.180490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:24.180594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:24.180631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:24.300398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:24.300598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:24.300643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:24.300675] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:24.304069] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-15T20:29:24.304348] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-15T20:29:24.304475] [INFO ] [sig       ] PGJ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:24.443184] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PGJ.txt
[2025-12-15T20:29:24.443364] [INFO ] [sig       ] [2521/3591] Completed PGJ in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:24.443406] [INFO ] [sig       ] [2522/3591] Forecasting PGNY...
[2025-12-15T20:29:24.443436] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-15T20:29:24.443465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-15T20:29:24.458295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-15T20:29:24.458700] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-15T20:29:24.459510] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-15T20:29:24.459565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:24.459632] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:24.459659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:24.459714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:24.517339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:24.518245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:24.518339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:24.518374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:24.638258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:24.638420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:24.638463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:24.638493] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:24.642135] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=40.25%)
[2025-12-15T20:29:24.642433] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-15T20:29:24.642566] [INFO ] [sig       ] PGNY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:24.788524] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PGNY.txt
[2025-12-15T20:29:24.788699] [INFO ] [sig       ] [2522/3591] Completed PGNY in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:24.788742] [INFO ] [sig       ] [2523/3591] Forecasting PGP...
[2025-12-15T20:29:24.788772] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-15T20:29:24.788802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-15T20:29:24.801018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-15T20:29:24.801411] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-15T20:29:24.802193] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-15T20:29:24.802244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:24.802292] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:24.802320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:24.802376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:24.860473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:24.861326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:24.861413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:24.861448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:24.980509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:24.980690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:24.980734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:24.980763] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:24.984216] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=91.68%)
[2025-12-15T20:29:24.984509] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-15T20:29:24.984655] [INFO ] [sig       ] PGP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:25.129903] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PGP.txt
[2025-12-15T20:29:25.130066] [INFO ] [sig       ] [2523/3591] Completed PGP in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:25.130109] [INFO ] [sig       ] [2524/3591] Forecasting PGRE...
[2025-12-15T20:29:25.130142] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-15T20:29:25.130173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-15T20:29:25.142731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-15T20:29:25.143177] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-15T20:29:25.144046] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-15T20:29:25.144100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:25.144133] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:25.144160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:25.144217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:25.206074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:25.206890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:25.206974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:25.207007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:25.326288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:25.326443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:25.326483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:25.326512] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:25.329868] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-15T20:29:25.330138] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-15T20:29:25.330264] [INFO ] [sig       ] PGRE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:25.472114] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PGRE.txt
[2025-12-15T20:29:25.472285] [INFO ] [sig       ] [2524/3591] Completed PGRE in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-15T20:29:25.472332] [INFO ] [sig       ] [2525/3591] Forecasting PGY...
[2025-12-15T20:29:25.472363] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-15T20:29:25.472403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-15T20:29:25.484637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-15T20:29:25.485032] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-15T20:29:25.485810] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-15T20:29:25.485861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:25.485922] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:25.485950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:25.486008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:25.541973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:25.542874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:25.542959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:25.542991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:25.662134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:25.662287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:25.662327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:25.662357] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:25.665676] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-15T20:29:25.665941] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-15T20:29:25.666061] [INFO ] [sig       ] PGY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:25.803679] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PGY.txt
[2025-12-15T20:29:25.803797] [INFO ] [sig       ] [2525/3591] Completed PGY in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-15T20:29:25.803836] [INFO ] [sig       ] [2526/3591] Forecasting PGZ...
[2025-12-15T20:29:25.803866] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-15T20:29:25.803895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-15T20:29:25.815057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-15T20:29:25.815391] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-15T20:29:25.816157] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-15T20:29:25.816208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:25.816238] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:25.816265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:25.816320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:25.871890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:25.872492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:25.872568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:25.872618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:25.989159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:25.989309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:25.989348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:25.989376] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:25.992644] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-15T20:29:25.992910] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-15T20:29:25.993028] [INFO ] [sig       ] PGZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:26.132125] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PGZ.txt
[2025-12-15T20:29:26.132275] [INFO ] [sig       ] [2526/3591] Completed PGZ in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-15T20:29:26.132322] [INFO ] [sig       ] [2527/3591] Forecasting PH...
[2025-12-15T20:29:26.132353] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-15T20:29:26.132382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-15T20:29:26.143932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-15T20:29:26.144290] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-15T20:29:26.145129] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-15T20:29:26.145180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:26.145211] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:26.145237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:26.145292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:26.200822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:26.201428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:26.201506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:26.201538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:26.320739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:26.320891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:26.320930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:26.320958] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:26.324335] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-15T20:29:26.324624] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-15T20:29:26.324748] [INFO ] [sig       ] PH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:26.463983] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PH.txt
[2025-12-15T20:29:26.464096] [INFO ] [sig       ] [2527/3591] Completed PH in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:26.464138] [INFO ] [sig       ] [2528/3591] Forecasting PHG...
[2025-12-15T20:29:26.464169] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-15T20:29:26.464207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-15T20:29:26.479217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-15T20:29:26.479758] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-15T20:29:26.480897] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-15T20:29:26.480967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:26.481014] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:26.481055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:26.481139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:26.539429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:26.540220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:26.540306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:26.540337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:26.665218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:26.665377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:26.665415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:26.665444] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:26.668847] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-15T20:29:26.669131] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-15T20:29:26.669251] [INFO ] [sig       ] PHG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:26.808454] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PHG.txt
[2025-12-15T20:29:26.808616] [INFO ] [sig       ] [2528/3591] Completed PHG in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:26.808659] [INFO ] [sig       ] [2529/3591] Forecasting PHI...
[2025-12-15T20:29:26.808690] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-15T20:29:26.808720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-15T20:29:26.822244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-15T20:29:26.822901] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-15T20:29:26.823873] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-15T20:29:26.823929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:26.823964] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:26.823993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:26.824054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:26.884270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:26.885441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:26.885538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:26.885592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:27.005113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:27.005280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:27.005319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:27.005350] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:27.009035] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=26.57%)
[2025-12-15T20:29:27.009348] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-15T20:29:27.009505] [INFO ] [sig       ] PHI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:27.150810] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PHI.txt
[2025-12-15T20:29:27.150956] [INFO ] [sig       ] [2529/3591] Completed PHI in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:27.150997] [INFO ] [sig       ] [2530/3591] Forecasting PHIN...
[2025-12-15T20:29:27.151027] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-15T20:29:27.151055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-15T20:29:27.162603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-15T20:29:27.162936] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-15T20:29:27.163700] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-15T20:29:27.163751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:27.163781] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:27.163807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:27.163863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:27.221171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:27.222034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:27.222117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:27.222150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:27.345622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:27.345780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:27.345821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:27.345868] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:27.349251] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-15T20:29:27.349547] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-15T20:29:27.349714] [INFO ] [sig       ] PHIN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:27.492977] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PHIN.txt
[2025-12-15T20:29:27.493137] [INFO ] [sig       ] [2530/3591] Completed PHIN in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:27.493182] [INFO ] [sig       ] [2531/3591] Forecasting PHIO...
[2025-12-15T20:29:27.493244] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-15T20:29:27.493287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-15T20:29:27.504778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-15T20:29:27.505186] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-15T20:29:27.505997] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-15T20:29:27.506048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:27.506078] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:27.506104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:27.506165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:27.563153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:27.563991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:27.564073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:27.564108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:27.689753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:27.689913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:27.689952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:27.689982] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:27.693454] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=55.04%)
[2025-12-15T20:29:27.693750] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-15T20:29:27.693881] [INFO ] [sig       ] PHIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:27.837217] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PHIO.txt
[2025-12-15T20:29:27.837369] [INFO ] [sig       ] [2531/3591] Completed PHIO in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:27.837411] [INFO ] [sig       ] [2532/3591] Forecasting PHK...
[2025-12-15T20:29:27.837441] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-15T20:29:27.837471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-15T20:29:27.848348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-15T20:29:27.848730] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-15T20:29:27.849530] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-15T20:29:27.849599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:27.849633] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:27.849659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:27.849714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:27.906868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:27.907603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:27.907684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:27.907731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:28.023245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:28.023402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:28.023441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:28.023469] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:28.026768] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-15T20:29:28.027032] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-15T20:29:28.027152] [INFO ] [sig       ] PHK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:28.168285] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PHK.txt
[2025-12-15T20:29:28.168418] [INFO ] [sig       ] [2532/3591] Completed PHK in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:28.168458] [INFO ] [sig       ] [2533/3591] Forecasting PHM...
[2025-12-15T20:29:28.168489] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-15T20:29:28.168521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-15T20:29:28.180145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-15T20:29:28.180488] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-15T20:29:28.181290] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-15T20:29:28.181342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:28.181372] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:28.181399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:28.181456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:28.238604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:28.239245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:28.239324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:28.239356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:28.359817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:28.359973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:28.360013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:28.360041] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:28.363449] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-12-15T20:29:28.363752] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-15T20:29:28.363882] [INFO ] [sig       ] PHM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:28.508112] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PHM.txt
[2025-12-15T20:29:28.508246] [INFO ] [sig       ] [2533/3591] Completed PHM in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:28.508286] [INFO ] [sig       ] [2534/3591] Forecasting PHO...
[2025-12-15T20:29:28.508315] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-15T20:29:28.508344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-15T20:29:28.521386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-15T20:29:28.521727] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-15T20:29:28.522473] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-15T20:29:28.522527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:28.522557] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:28.522618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:28.522677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:28.583041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:28.583829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:28.583929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:28.583965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:28.704023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:28.704172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:28.704210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:28.704236] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:28.707599] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-15T20:29:28.707867] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-15T20:29:28.707989] [INFO ] [sig       ] PHO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:28.848934] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PHO.txt
[2025-12-15T20:29:28.849105] [INFO ] [sig       ] [2534/3591] Completed PHO in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:28.849146] [INFO ] [sig       ] [2535/3591] Forecasting PHUN...
[2025-12-15T20:29:28.849177] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-15T20:29:28.849208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-15T20:29:28.860283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-15T20:29:28.860651] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-15T20:29:28.861417] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-15T20:29:28.861468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:28.861498] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:28.861526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:28.861601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:28.919708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:28.920493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:28.920621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:28.920656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:29.040099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:29.040249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:29.040289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:29.040318] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:29.043569] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2025-12-15T20:29:29.043855] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-15T20:29:29.043974] [INFO ] [sig       ] PHUN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:29.182706] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PHUN.txt
[2025-12-15T20:29:29.182835] [INFO ] [sig       ] [2535/3591] Completed PHUN in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:29.182875] [INFO ] [sig       ] [2536/3591] Forecasting PHVS...
[2025-12-15T20:29:29.182904] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-15T20:29:29.182933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-15T20:29:29.193801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-15T20:29:29.194099] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-15T20:29:29.194901] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-15T20:29:29.194951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:29.194981] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:29.195007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:29.195063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:29.250514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:29.251169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:29.251245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:29.251277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:29.368613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:29.368766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:29.368805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:29.368833] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:29.372135] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-12-15T20:29:29.372403] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-15T20:29:29.372523] [INFO ] [sig       ] PHVS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:29.513069] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PHVS.txt
[2025-12-15T20:29:29.513209] [INFO ] [sig       ] [2536/3591] Completed PHVS in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:29.513249] [INFO ] [sig       ] [2537/3591] Forecasting PI...
[2025-12-15T20:29:29.513279] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-15T20:29:29.513308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-15T20:29:29.526808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-15T20:29:29.527147] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-15T20:29:29.527964] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-15T20:29:29.528015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:29.528045] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:29.528071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:29.528127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:29.584977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:29.585669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:29.585747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:29.585781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:29.715871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:29.716031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:29.716071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:29.716103] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:29.719729] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-15T20:29:29.720028] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-15T20:29:29.720158] [INFO ] [sig       ] PI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:29.863267] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PI.txt
[2025-12-15T20:29:29.863410] [INFO ] [sig       ] [2537/3591] Completed PI in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:29.863450] [INFO ] [sig       ] [2538/3591] Forecasting PID...
[2025-12-15T20:29:29.863481] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-15T20:29:29.863510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-15T20:29:29.874781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-15T20:29:29.875145] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-15T20:29:29.875932] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-15T20:29:29.875983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:29.876014] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:29.876040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:29.876096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:29.937609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:29.938453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:29.938538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:29.938587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:30.061893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:30.062058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:30.062099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:30.062129] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:30.065625] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-12-15T20:29:30.065935] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-15T20:29:30.066076] [INFO ] [sig       ] PID: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:30.205183] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PID.txt
[2025-12-15T20:29:30.205452] [INFO ] [sig       ] [2538/3591] Completed PID in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:30.205508] [INFO ] [sig       ] [2539/3591] Forecasting PIE...
[2025-12-15T20:29:30.205553] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-15T20:29:30.205602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-15T20:29:30.216647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-15T20:29:30.216974] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-15T20:29:30.217766] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-15T20:29:30.217816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:30.217847] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:30.217873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:30.217928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:30.272845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:30.273499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:30.273638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:30.273683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:30.385844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:30.385993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:30.386033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:30.386061] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:30.389344] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-12-15T20:29:30.389630] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-15T20:29:30.389750] [INFO ] [sig       ] PIE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:30.526813] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PIE.txt
[2025-12-15T20:29:30.526954] [INFO ] [sig       ] [2539/3591] Completed PIE in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:30.526995] [INFO ] [sig       ] [2540/3591] Forecasting PII...
[2025-12-15T20:29:30.527025] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-15T20:29:30.527055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-15T20:29:30.537404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-15T20:29:30.537739] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-15T20:29:30.538471] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-15T20:29:30.538521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:30.538551] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:30.538598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:30.538656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:30.593929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:30.594527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:30.594620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:30.594654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:30.712375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:30.712522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:30.712585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:30.712623] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:30.715858] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=21.09%)
[2025-12-15T20:29:30.716120] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-15T20:29:30.716238] [INFO ] [sig       ] PII: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:30.852565] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PII.txt
[2025-12-15T20:29:30.852706] [INFO ] [sig       ] [2540/3591] Completed PII in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:30.852745] [INFO ] [sig       ] [2541/3591] Forecasting PIM...
[2025-12-15T20:29:30.852774] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-15T20:29:30.852804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-15T20:29:30.864469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-15T20:29:30.864851] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-15T20:29:30.865625] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-15T20:29:30.865676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:30.865707] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:30.865733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:30.865792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:30.921075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:30.921958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:30.922040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:30.922072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:31.033100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:31.033259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:31.033297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:31.033327] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:31.036634] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=72.12%)
[2025-12-15T20:29:31.036956] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-15T20:29:31.037082] [INFO ] [sig       ] PIM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:31.174482] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PIM.txt
[2025-12-15T20:29:31.174640] [INFO ] [sig       ] [2541/3591] Completed PIM in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:31.174683] [INFO ] [sig       ] [2542/3591] Forecasting PINE...
[2025-12-15T20:29:31.174713] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-15T20:29:31.174743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-15T20:29:31.186993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-15T20:29:31.187349] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-15T20:29:31.188112] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-15T20:29:31.188161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:31.188219] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:31.188247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:31.188303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:31.244219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:31.245062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:31.245144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:31.245178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:31.363501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:31.363677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:31.363716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:31.363744] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:31.367085] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-15T20:29:31.367373] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-15T20:29:31.367528] [INFO ] [sig       ] PINE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:31.510711] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PINE.txt
[2025-12-15T20:29:31.510865] [INFO ] [sig       ] [2542/3591] Completed PINE in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-15T20:29:31.510907] [INFO ] [sig       ] [2543/3591] Forecasting PINS...
[2025-12-15T20:29:31.510937] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-15T20:29:31.510966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-15T20:29:31.522215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-15T20:29:31.522606] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-15T20:29:31.523367] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-15T20:29:31.523426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:31.523458] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:31.523486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:31.523544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:31.579626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:31.580442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:31.580546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:31.580597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:31.703142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:31.703336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:31.703377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:31.703407] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:31.706752] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=65.85%)
[2025-12-15T20:29:31.707022] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-15T20:29:31.707142] [INFO ] [sig       ] PINS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:31.851482] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PINS.txt
[2025-12-15T20:29:31.851673] [INFO ] [sig       ] [2543/3591] Completed PINS in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-15T20:29:31.851725] [INFO ] [sig       ] [2544/3591] Forecasting PK...
[2025-12-15T20:29:31.851757] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-15T20:29:31.851786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-15T20:29:31.862737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-15T20:29:31.863122] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-15T20:29:31.863898] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-15T20:29:31.863948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:31.863980] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:31.864007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:31.864063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:31.920091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:31.920993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:31.921074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:31.921106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:32.044153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:32.044311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:32.044349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:32.044378] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:32.047720] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-15T20:29:32.047982] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-15T20:29:32.048099] [INFO ] [sig       ] PK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:32.194271] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PK.txt
[2025-12-15T20:29:32.194475] [INFO ] [sig       ] [2544/3591] Completed PK in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:32.194524] [INFO ] [sig       ] [2545/3591] Forecasting PKBK...
[2025-12-15T20:29:32.194560] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-15T20:29:32.194630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-15T20:29:32.206618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-15T20:29:32.206991] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-15T20:29:32.207795] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-15T20:29:32.207846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:32.207878] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:32.207904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:32.207959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:32.265978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:32.266855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:32.266943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:32.266977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:32.376611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:32.376765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:32.376803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:32.376880] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:32.380225] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-15T20:29:32.380491] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-15T20:29:32.380651] [INFO ] [sig       ] PKBK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:32.519706] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PKBK.txt
[2025-12-15T20:29:32.519851] [INFO ] [sig       ] [2545/3591] Completed PKBK in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:32.519891] [INFO ] [sig       ] [2546/3591] Forecasting PKE...
[2025-12-15T20:29:32.519921] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-15T20:29:32.519952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-15T20:29:32.531398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-15T20:29:32.531838] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-15T20:29:32.532675] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-15T20:29:32.532726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:32.532757] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:32.532791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:32.532847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:32.588812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:32.589836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:32.589921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:32.589954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:32.711866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:32.712020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:32.712060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:32.712089] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:32.715525] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=73.20%)
[2025-12-15T20:29:32.715813] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-15T20:29:32.715938] [INFO ] [sig       ] PKE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:32.860958] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PKE.txt
[2025-12-15T20:29:32.861106] [INFO ] [sig       ] [2546/3591] Completed PKE in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:32.861147] [INFO ] [sig       ] [2547/3591] Forecasting PKG...
[2025-12-15T20:29:32.861177] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-15T20:29:32.861207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-15T20:29:32.872858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-15T20:29:32.873260] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-15T20:29:32.874060] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-15T20:29:32.874111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:32.874157] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:32.874184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:32.874240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:32.930423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:32.931254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:32.931337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:32.931371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:33.053926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:33.054080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:33.054120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:33.054150] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:33.057562] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=70.66%)
[2025-12-15T20:29:33.057857] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-15T20:29:33.057983] [INFO ] [sig       ] PKG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:33.195368] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PKG.txt
[2025-12-15T20:29:33.195506] [INFO ] [sig       ] [2547/3591] Completed PKG in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:33.195545] [INFO ] [sig       ] [2548/3591] Forecasting PKOH...
[2025-12-15T20:29:33.195592] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-15T20:29:33.195625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-15T20:29:33.205987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-15T20:29:33.206306] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-15T20:29:33.207083] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-15T20:29:33.207133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:33.207164] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:33.207190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:33.207245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:33.267315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:33.268285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:33.268383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:33.268419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:33.385134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:33.385280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:33.385318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:33.385346] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:33.388602] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-15T20:29:33.388868] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-15T20:29:33.389021] [INFO ] [sig       ] PKOH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:33.527144] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PKOH.txt
[2025-12-15T20:29:33.527280] [INFO ] [sig       ] [2548/3591] Completed PKOH in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:33.527320] [INFO ] [sig       ] [2549/3591] Forecasting PKX...
[2025-12-15T20:29:33.527350] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-15T20:29:33.527379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-15T20:29:33.539419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-15T20:29:33.539793] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-15T20:29:33.540557] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-15T20:29:33.540638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:33.540675] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:33.540706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:33.540764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:33.598072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:33.598713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:33.598790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:33.598824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:33.717125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:33.717273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:33.717311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:33.717340] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:33.720737] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-15T20:29:33.721007] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-15T20:29:33.721128] [INFO ] [sig       ] PKX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:33.860293] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PKX.txt
[2025-12-15T20:29:33.860422] [INFO ] [sig       ] [2549/3591] Completed PKX in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:33.860461] [INFO ] [sig       ] [2550/3591] Forecasting PL...
[2025-12-15T20:29:33.860490] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-15T20:29:33.860520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-15T20:29:33.872876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-15T20:29:33.873186] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-15T20:29:33.873943] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-15T20:29:33.873994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:33.874025] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:33.874051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:33.874106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:33.930077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:33.930846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:33.930931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:33.930964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:34.056015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:34.056174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:34.056217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:34.056247] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:34.059890] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-12-15T20:29:34.060162] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-15T20:29:34.060285] [INFO ] [sig       ] PL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:34.198741] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PL.txt
[2025-12-15T20:29:34.198879] [INFO ] [sig       ] [2550/3591] Completed PL in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:34.198918] [INFO ] [sig       ] [2551/3591] Forecasting PLAB...
[2025-12-15T20:29:34.198953] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-15T20:29:34.199008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-15T20:29:34.209788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-15T20:29:34.210145] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-15T20:29:34.210912] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-15T20:29:34.210969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:34.211000] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:34.211026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:34.211081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:34.268639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:34.269408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:34.269505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:34.269540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:34.395018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:34.395175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:34.395216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:34.395245] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:34.398641] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=80.88%)
[2025-12-15T20:29:34.398904] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-15T20:29:34.399062] [INFO ] [sig       ] PLAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:34.537963] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PLAB.txt
[2025-12-15T20:29:34.538093] [INFO ] [sig       ] [2551/3591] Completed PLAB in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:34.538133] [INFO ] [sig       ] [2552/3591] Forecasting PLAY...
[2025-12-15T20:29:34.538162] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-15T20:29:34.538193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-15T20:29:34.550555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-15T20:29:34.550900] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-15T20:29:34.551683] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-15T20:29:34.551745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:34.551782] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:34.551814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:34.551870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:34.608353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:34.609001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:34.609110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:34.609143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:34.730293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:34.730443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:34.730482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:34.730511] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:34.733831] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-15T20:29:34.734093] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-15T20:29:34.734211] [INFO ] [sig       ] PLAY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:34.876212] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PLAY.txt
[2025-12-15T20:29:34.876346] [INFO ] [sig       ] [2552/3591] Completed PLAY in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:34.876385] [INFO ] [sig       ] [2553/3591] Forecasting PLBC...
[2025-12-15T20:29:34.876415] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-15T20:29:34.876445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-15T20:29:34.887139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-15T20:29:34.887444] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-15T20:29:34.888249] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-15T20:29:34.888299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:34.888330] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:34.888356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:34.888416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:34.943847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:34.944625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:34.944715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:34.944749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:35.049456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:35.049629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:35.049672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:35.049703] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:35.053055] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2025-12-15T20:29:35.053354] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-15T20:29:35.053480] [INFO ] [sig       ] PLBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:35.191431] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PLBC.txt
[2025-12-15T20:29:35.191560] [INFO ] [sig       ] [2553/3591] Completed PLBC in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:35.191621] [INFO ] [sig       ] [2554/3591] Forecasting PLBY...
[2025-12-15T20:29:35.191654] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-15T20:29:35.191684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-15T20:29:35.203040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-15T20:29:35.203345] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-15T20:29:35.204144] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-15T20:29:35.204195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:35.204226] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:35.204252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:35.204308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:35.261223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:35.261949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:35.262037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:35.262072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:35.383969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:35.384122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:35.384164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:35.384211] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:35.387598] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-12-15T20:29:35.387869] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-15T20:29:35.387993] [INFO ] [sig       ] PLBY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:35.524999] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PLBY.txt
[2025-12-15T20:29:35.525128] [INFO ] [sig       ] [2554/3591] Completed PLBY in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:35.525167] [INFO ] [sig       ] [2555/3591] Forecasting PLCE...
[2025-12-15T20:29:35.525196] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-15T20:29:35.525226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-15T20:29:35.536264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-15T20:29:35.536631] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-15T20:29:35.537382] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-15T20:29:35.537433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:35.537464] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:35.537491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:35.537547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:35.594606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:35.595273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:35.595352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:35.595386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:35.721398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:35.721624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:35.721686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:35.721725] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:35.725371] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-15T20:29:35.725706] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-15T20:29:35.725858] [INFO ] [sig       ] PLCE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:35.865147] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PLCE.txt
[2025-12-15T20:29:35.865286] [INFO ] [sig       ] [2555/3591] Completed PLCE in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:35.865334] [INFO ] [sig       ] [2556/3591] Forecasting PLD...
[2025-12-15T20:29:35.865365] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-15T20:29:35.865394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-15T20:29:35.877088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-15T20:29:35.877409] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-15T20:29:35.878201] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-15T20:29:35.878252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:35.878283] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:35.878310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:35.878366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:35.935563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:35.936282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:35.936371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:35.936431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:36.063187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:36.063347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:36.063389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:36.063420] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:36.066876] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=52.57%)
[2025-12-15T20:29:36.067156] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-15T20:29:36.067282] [INFO ] [sig       ] PLD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:36.204966] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PLD.txt
[2025-12-15T20:29:36.205090] [INFO ] [sig       ] [2556/3591] Completed PLD in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:36.205128] [INFO ] [sig       ] [2557/3591] Forecasting PLPC...
[2025-12-15T20:29:36.205159] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-15T20:29:36.205189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-15T20:29:36.215991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-15T20:29:36.216315] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-15T20:29:36.217079] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-15T20:29:36.217130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:36.217160] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:36.217186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:36.217242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:36.274350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:36.275104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:36.275185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:36.275218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:36.388454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:36.388626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:36.388677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:36.388713] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:36.392085] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-12-15T20:29:36.392354] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-15T20:29:36.392476] [INFO ] [sig       ] PLPC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:36.536508] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PLPC.txt
[2025-12-15T20:29:36.536679] [INFO ] [sig       ] [2557/3591] Completed PLPC in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:36.536729] [INFO ] [sig       ] [2558/3591] Forecasting PLRX...
[2025-12-15T20:29:36.536766] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-15T20:29:36.536806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-15T20:29:36.548991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-15T20:29:36.549335] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-15T20:29:36.550145] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-15T20:29:36.550195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:36.550227] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:36.550268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:36.550326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:36.606119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:36.606960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:36.607040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:36.607072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:36.724687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:36.724836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:36.724876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:36.724906] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:36.728168] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-15T20:29:36.728430] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-15T20:29:36.728547] [INFO ] [sig       ] PLRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:36.866205] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PLRX.txt
[2025-12-15T20:29:36.866333] [INFO ] [sig       ] [2558/3591] Completed PLRX in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:36.866371] [INFO ] [sig       ] [2559/3591] Forecasting PLSE...
[2025-12-15T20:29:36.866402] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-15T20:29:36.866431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-15T20:29:36.878663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-15T20:29:36.879095] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-15T20:29:36.879885] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-15T20:29:36.879963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:36.879996] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:36.880023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:36.880080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:36.936015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:36.936906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:36.936990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:36.937022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:37.054949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:37.055106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:37.055144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:37.055173] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:37.058429] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-15T20:29:37.058714] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-15T20:29:37.058835] [INFO ] [sig       ] PLSE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:37.196383] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PLSE.txt
[2025-12-15T20:29:37.196493] [INFO ] [sig       ] [2559/3591] Completed PLSE in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:37.196531] [INFO ] [sig       ] [2560/3591] Forecasting PLTK...
[2025-12-15T20:29:37.196559] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-15T20:29:37.196607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-15T20:29:37.208215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-15T20:29:37.208622] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-15T20:29:37.209451] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-15T20:29:37.209504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:37.209537] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:37.209564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:37.209643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:37.266246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:37.267089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:37.267177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:37.267211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:37.385383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:37.385553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:37.385609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:37.385638] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:37.389031] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-12-15T20:29:37.389303] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-15T20:29:37.389425] [INFO ] [sig       ] PLTK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:37.526501] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PLTK.txt
[2025-12-15T20:29:37.526653] [INFO ] [sig       ] [2560/3591] Completed PLTK in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-15T20:29:37.526694] [INFO ] [sig       ] [2561/3591] Forecasting PLUG...
[2025-12-15T20:29:37.526725] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-15T20:29:37.526754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-15T20:29:37.537692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-15T20:29:37.538001] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-15T20:29:37.538759] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-15T20:29:37.538814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:37.538844] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:37.538870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:37.538926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:37.598191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:37.599096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:37.599174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:37.599205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:37.723790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:37.723964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:37.724005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:37.724033] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:37.727606] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: DOWN (p=25.14%)
[2025-12-15T20:29:37.727948] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-15T20:29:37.728092] [INFO ] [sig       ] PLUG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:37.868367] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PLUG.txt
[2025-12-15T20:29:37.868523] [INFO ] [sig       ] [2561/3591] Completed PLUG in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-15T20:29:37.868565] [INFO ] [sig       ] [2562/3591] Forecasting PLUS...
[2025-12-15T20:29:37.868617] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-15T20:29:37.868658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-15T20:29:37.880258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-15T20:29:37.880677] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-15T20:29:37.881447] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-15T20:29:37.881498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:37.881530] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:37.881557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:37.881640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:37.937081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:37.937927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:37.938009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:37.938042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:38.061238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:38.061399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:38.061473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:38.061502] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:38.064770] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=35.70%)
[2025-12-15T20:29:38.065030] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-15T20:29:38.065149] [INFO ] [sig       ] PLUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:38.203176] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PLUS.txt
[2025-12-15T20:29:38.203319] [INFO ] [sig       ] [2562/3591] Completed PLUS in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:38.203357] [INFO ] [sig       ] [2563/3591] Forecasting PLXS...
[2025-12-15T20:29:38.203387] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-15T20:29:38.203418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-15T20:29:38.214508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-15T20:29:38.214849] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-15T20:29:38.215611] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-15T20:29:38.215664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:38.215701] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:38.215733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:38.215801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:38.273590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:38.274425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:38.274504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:38.274536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:38.399088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:38.399242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:38.399281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:38.399309] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:38.402678] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-12-15T20:29:38.402946] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-15T20:29:38.403066] [INFO ] [sig       ] PLXS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:38.544332] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PLXS.txt
[2025-12-15T20:29:38.544466] [INFO ] [sig       ] [2563/3591] Completed PLXS in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:38.544506] [INFO ] [sig       ] [2564/3591] Forecasting PLYM...
[2025-12-15T20:29:38.544534] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-15T20:29:38.544564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-15T20:29:38.555808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-15T20:29:38.556113] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-15T20:29:38.556940] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-15T20:29:38.556989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:38.557019] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:38.557046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:38.557101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:38.612862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:38.613760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:38.613849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:38.613882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:38.734752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:38.734917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:38.734958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:38.734987] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:38.738430] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=61.30%)
[2025-12-15T20:29:38.738759] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-15T20:29:38.738908] [INFO ] [sig       ] PLYM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:38.883108] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PLYM.txt
[2025-12-15T20:29:38.883247] [INFO ] [sig       ] [2564/3591] Completed PLYM in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:38.883286] [INFO ] [sig       ] [2565/3591] Forecasting PM...
[2025-12-15T20:29:38.883318] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-15T20:29:38.883349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-15T20:29:38.895104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-15T20:29:38.895448] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-15T20:29:38.896261] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-15T20:29:38.896312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:38.896343] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:38.896369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:38.896424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:38.952072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:38.953043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:38.953130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:38.953163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:39.079441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:39.079628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:39.079671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:39.079718] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:39.083205] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-12-15T20:29:39.083480] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-15T20:29:39.083627] [INFO ] [sig       ] PM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:39.230297] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PM.txt
[2025-12-15T20:29:39.230470] [INFO ] [sig       ] [2565/3591] Completed PM in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:39.230514] [INFO ] [sig       ] [2566/3591] Forecasting PMAX...
[2025-12-15T20:29:39.230544] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-15T20:29:39.230619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-15T20:29:39.241851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-15T20:29:39.242183] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-15T20:29:39.242975] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-15T20:29:39.243027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:39.243060] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:39.243087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:39.243144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:39.300161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:39.300919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:39.301001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:39.301034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:39.421101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:39.421255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:39.421295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:39.421323] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:39.424630] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-15T20:29:39.424900] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-15T20:29:39.425022] [INFO ] [sig       ] PMAX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:39.562595] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PMAX.txt
[2025-12-15T20:29:39.562734] [INFO ] [sig       ] [2566/3591] Completed PMAX in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:39.562775] [INFO ] [sig       ] [2567/3591] Forecasting PML...
[2025-12-15T20:29:39.562805] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-15T20:29:39.562834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-15T20:29:39.574354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-15T20:29:39.574715] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-15T20:29:39.575504] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-15T20:29:39.575556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:39.575606] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:39.575634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:39.575690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:39.631056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:39.631667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:39.631744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:39.631776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:39.751245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:39.751403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:39.751441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:39.751470] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:39.754767] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-15T20:29:39.755034] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-15T20:29:39.755153] [INFO ] [sig       ] PML: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:39.892892] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PML.txt
[2025-12-15T20:29:39.893015] [INFO ] [sig       ] [2567/3591] Completed PML in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:39.893054] [INFO ] [sig       ] [2568/3591] Forecasting PMM...
[2025-12-15T20:29:39.893083] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-15T20:29:39.893113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-15T20:29:39.904443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-15T20:29:39.904821] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-15T20:29:39.905554] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-15T20:29:39.905624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:39.905657] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:39.905687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:39.905748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:39.961517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:39.962292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:39.962373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:39.962405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:40.080870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:40.081042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:40.081081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:40.081109] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:40.084498] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-15T20:29:40.084779] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-15T20:29:40.084899] [INFO ] [sig       ] PMM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:40.222115] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PMM.txt
[2025-12-15T20:29:40.222248] [INFO ] [sig       ] [2568/3591] Completed PMM in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:40.222289] [INFO ] [sig       ] [2569/3591] Forecasting PMO...
[2025-12-15T20:29:40.222318] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-15T20:29:40.222348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-15T20:29:40.233686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-15T20:29:40.234042] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-15T20:29:40.234813] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-15T20:29:40.234863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:40.234895] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:40.234921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:40.234978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:40.290822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:40.291778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:40.291862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:40.291895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:40.408006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:40.408176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:40.408218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:40.408246] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:40.411753] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-15T20:29:40.412030] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-15T20:29:40.412157] [INFO ] [sig       ] PMO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:40.548362] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PMO.txt
[2025-12-15T20:29:40.548498] [INFO ] [sig       ] [2569/3591] Completed PMO in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:40.548540] [INFO ] [sig       ] [2570/3591] Forecasting PMTS...
[2025-12-15T20:29:40.548586] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-15T20:29:40.548619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-15T20:29:40.565482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-15T20:29:40.565939] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-15T20:29:40.566908] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-15T20:29:40.566965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:40.567004] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:40.567035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:40.567109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:40.623610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:40.624333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:40.624414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:40.624449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:40.743550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:40.743715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:40.743755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:40.743783] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:40.747044] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2025-12-15T20:29:40.747307] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-15T20:29:40.747431] [INFO ] [sig       ] PMTS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:40.885836] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PMTS.txt
[2025-12-15T20:29:40.885980] [INFO ] [sig       ] [2570/3591] Completed PMTS in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:40.886020] [INFO ] [sig       ] [2571/3591] Forecasting PMVP...
[2025-12-15T20:29:40.886063] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-15T20:29:40.886095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-15T20:29:40.897843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-15T20:29:40.898309] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-15T20:29:40.899518] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-15T20:29:40.899708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:40.899743] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:40.899771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:40.899837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:40.955872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:40.956769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:40.956874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:40.956912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:41.078642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:41.078797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:41.078835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:41.078864] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:41.082558] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-12-15T20:29:41.082847] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-15T20:29:41.082970] [INFO ] [sig       ] PMVP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:41.226518] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PMVP.txt
[2025-12-15T20:29:41.226685] [INFO ] [sig       ] [2571/3591] Completed PMVP in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:41.226726] [INFO ] [sig       ] [2572/3591] Forecasting PNC...
[2025-12-15T20:29:41.226758] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-15T20:29:41.226788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-15T20:29:41.238308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-15T20:29:41.238679] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-15T20:29:41.239466] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-15T20:29:41.239516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:41.239546] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:41.239600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:41.239659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:41.295105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:41.295920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:41.296002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:41.296035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:41.418287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:41.418453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:41.418494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:41.418523] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:41.421860] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-15T20:29:41.422131] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-15T20:29:41.422285] [INFO ] [sig       ] PNC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:41.562457] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PNC.txt
[2025-12-15T20:29:41.562602] [INFO ] [sig       ] [2572/3591] Completed PNC in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:41.562643] [INFO ] [sig       ] [2573/3591] Forecasting PNFP...
[2025-12-15T20:29:41.562673] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-15T20:29:41.562702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-15T20:29:41.573954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-15T20:29:41.574260] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-15T20:29:41.575031] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-15T20:29:41.575081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:41.575113] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:41.575140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:41.575195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:41.630236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:41.630846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:41.630925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:41.630957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:41.745650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:41.745780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:41.745822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:41.745851] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:41.749083] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-12-15T20:29:41.749348] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-15T20:29:41.749479] [INFO ] [sig       ] PNFP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:41.886886] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PNFP.txt
[2025-12-15T20:29:41.886997] [INFO ] [sig       ] [2573/3591] Completed PNFP in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:41.887035] [INFO ] [sig       ] [2574/3591] Forecasting PNI...
[2025-12-15T20:29:41.887065] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-15T20:29:41.887093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-15T20:29:41.897762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-15T20:29:41.898107] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-15T20:29:41.898861] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-15T20:29:41.898911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:41.898942] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:41.898994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:41.899055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:41.957749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:41.958466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:41.958548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:41.958597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:42.067846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:42.068006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:42.068044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:42.068072] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:42.071379] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-15T20:29:42.071664] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-15T20:29:42.071809] [INFO ] [sig       ] PNI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:42.209508] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PNI.txt
[2025-12-15T20:29:42.209645] [INFO ] [sig       ] [2574/3591] Completed PNI in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:42.209693] [INFO ] [sig       ] [2575/3591] Forecasting PNQI...
[2025-12-15T20:29:42.209724] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-15T20:29:42.209753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-15T20:29:42.221223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-15T20:29:42.221535] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-15T20:29:42.222307] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-15T20:29:42.222358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:42.222388] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:42.222414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:42.222478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:42.278940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:42.279544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:42.279637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:42.279674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:42.400558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:42.400719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:42.400760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:42.400787] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:42.404161] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=35.35%)
[2025-12-15T20:29:42.404436] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-15T20:29:42.404560] [INFO ] [sig       ] PNQI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:42.542622] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PNQI.txt
[2025-12-15T20:29:42.542749] [INFO ] [sig       ] [2575/3591] Completed PNQI in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:42.542801] [INFO ] [sig       ] [2576/3591] Forecasting PNRG...
[2025-12-15T20:29:42.542836] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-15T20:29:42.542866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-15T20:29:42.554553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-15T20:29:42.554915] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-15T20:29:42.555814] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-15T20:29:42.555866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:42.555897] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:42.555923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:42.555980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:42.611861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:42.612511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:42.612610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:42.612646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:42.732986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:42.733144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:42.733184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:42.733214] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:42.736619] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=59.39%)
[2025-12-15T20:29:42.736902] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-15T20:29:42.737021] [INFO ] [sig       ] PNRG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:42.880008] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PNRG.txt
[2025-12-15T20:29:42.880140] [INFO ] [sig       ] [2576/3591] Completed PNRG in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:42.880178] [INFO ] [sig       ] [2577/3591] Forecasting PNTG...
[2025-12-15T20:29:42.880208] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-15T20:29:42.880238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-15T20:29:42.891081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-15T20:29:42.891382] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-15T20:29:42.892169] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-15T20:29:42.892220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:42.892251] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:42.892276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:42.892331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:42.949040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:42.949679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:42.949757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:42.949790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:43.067987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:43.068127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:43.068168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:43.068195] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:43.071512] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-15T20:29:43.071805] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-15T20:29:43.071934] [INFO ] [sig       ] PNTG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:43.209520] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PNTG.txt
[2025-12-15T20:29:43.209691] [INFO ] [sig       ] [2577/3591] Completed PNTG in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:43.209733] [INFO ] [sig       ] [2578/3591] Forecasting PODD...
[2025-12-15T20:29:43.209764] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-15T20:29:43.209793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-15T20:29:43.219941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-15T20:29:43.220254] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-15T20:29:43.221018] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-15T20:29:43.221068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:43.221100] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:43.221126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:43.221181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:43.276138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:43.276894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:43.276985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:43.277018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:43.396293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:43.396442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:43.396512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:43.396543] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:43.399922] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-15T20:29:43.400191] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-15T20:29:43.400311] [INFO ] [sig       ] PODD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:43.536158] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PODD.txt
[2025-12-15T20:29:43.536277] [INFO ] [sig       ] [2578/3591] Completed PODD in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-15T20:29:43.536317] [INFO ] [sig       ] [2579/3591] Forecasting POOL...
[2025-12-15T20:29:43.536346] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-15T20:29:43.536375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-15T20:29:43.547414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-15T20:29:43.547765] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-15T20:29:43.548550] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-15T20:29:43.548618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:43.548651] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:43.548679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:43.548735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:43.605503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:43.606193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:43.606272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:43.606305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:43.728607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:43.728746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:43.728786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:43.728814] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:43.732242] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-12-15T20:29:43.732515] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-15T20:29:43.732660] [INFO ] [sig       ] POOL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:43.875247] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/POOL.txt
[2025-12-15T20:29:43.875390] [INFO ] [sig       ] [2579/3591] Completed POOL in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:43.875432] [INFO ] [sig       ] [2580/3591] Forecasting POWI...
[2025-12-15T20:29:43.875461] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-15T20:29:43.875490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-15T20:29:43.886696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-15T20:29:43.887031] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-15T20:29:43.887836] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-15T20:29:43.887891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:43.887923] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:43.887951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:43.888009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:43.944568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:43.945236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:43.945313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:43.945344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:44.065061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:44.065194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:44.065233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:44.065262] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:44.068512] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-15T20:29:44.068789] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-15T20:29:44.068912] [INFO ] [sig       ] POWI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:44.208178] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/POWI.txt
[2025-12-15T20:29:44.208335] [INFO ] [sig       ] [2580/3591] Completed POWI in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:44.208375] [INFO ] [sig       ] [2581/3591] Forecasting POWL...
[2025-12-15T20:29:44.208405] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-15T20:29:44.208432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-15T20:29:44.221149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-15T20:29:44.221511] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-15T20:29:44.222343] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-15T20:29:44.222395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:44.222428] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:44.222455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:44.222511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:44.280103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:44.280853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:44.280946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:44.280985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:44.406399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:44.406551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:44.406609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:44.406638] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:44.409987] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-12-15T20:29:44.410257] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-15T20:29:44.410380] [INFO ] [sig       ] POWL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:44.551394] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/POWL.txt
[2025-12-15T20:29:44.551529] [INFO ] [sig       ] [2581/3591] Completed POWL in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:44.551587] [INFO ] [sig       ] [2582/3591] Forecasting PPC...
[2025-12-15T20:29:44.551627] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-15T20:29:44.551669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-15T20:29:44.563108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-15T20:29:44.563458] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-15T20:29:44.564267] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-15T20:29:44.564320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:44.564367] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:44.564396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:44.564453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:44.622049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:44.622824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:44.622904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:44.622938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:44.749426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:44.749615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:44.749663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:44.749695] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:44.753264] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-15T20:29:44.753539] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-15T20:29:44.753682] [INFO ] [sig       ] PPC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:44.895919] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PPC.txt
[2025-12-15T20:29:44.896059] [INFO ] [sig       ] [2582/3591] Completed PPC in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:44.896124] [INFO ] [sig       ] [2583/3591] Forecasting PPG...
[2025-12-15T20:29:44.896155] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-15T20:29:44.896185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-15T20:29:44.907356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-15T20:29:44.907732] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-15T20:29:44.908480] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-15T20:29:44.908531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:44.908561] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:44.908613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:44.908670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:44.966493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:44.967344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:44.967431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:44.967464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:45.087273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:45.087422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:45.087460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:45.087489] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:45.090933] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2025-12-15T20:29:45.091210] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-15T20:29:45.091334] [INFO ] [sig       ] PPG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:45.233590] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PPG.txt
[2025-12-15T20:29:45.233720] [INFO ] [sig       ] [2583/3591] Completed PPG in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:45.233760] [INFO ] [sig       ] [2584/3591] Forecasting PPH...
[2025-12-15T20:29:45.233789] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-15T20:29:45.233820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-15T20:29:45.245221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-15T20:29:45.245637] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-15T20:29:45.246418] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-15T20:29:45.246469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:45.246499] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:45.246525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:45.246601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:45.304542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:45.305448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:45.305531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:45.305564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:45.432444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:45.432662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:45.432720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:45.432764] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:45.437678] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=22.52%)
[2025-12-15T20:29:45.438115] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-15T20:29:45.438294] [INFO ] [sig       ] PPH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:45.583907] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PPH.txt
[2025-12-15T20:29:45.584095] [INFO ] [sig       ] [2584/3591] Completed PPH in 0.4s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:45.584154] [INFO ] [sig       ] [2585/3591] Forecasting PPIH...
[2025-12-15T20:29:45.584192] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-15T20:29:45.584223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-15T20:29:45.595408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-15T20:29:45.595787] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-15T20:29:45.596549] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-15T20:29:45.596622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:45.596655] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:45.596682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:45.596738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:45.656615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:45.657469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:45.657552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:45.657605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:45.778257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:45.778418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:45.778457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:45.778486] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:45.781959] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-15T20:29:45.782287] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-15T20:29:45.782418] [INFO ] [sig       ] PPIH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:45.923697] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PPIH.txt
[2025-12-15T20:29:45.923847] [INFO ] [sig       ] [2585/3591] Completed PPIH in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:45.923896] [INFO ] [sig       ] [2586/3591] Forecasting PPL...
[2025-12-15T20:29:45.923929] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-15T20:29:45.923960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-15T20:29:45.935111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-15T20:29:45.935460] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-15T20:29:45.936261] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-15T20:29:45.936315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:45.936347] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:45.936402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:45.936473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:45.993686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:45.994396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:45.994475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:45.994509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:46.118007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:46.118169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:46.118209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:46.118240] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:46.121651] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-15T20:29:46.121933] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-15T20:29:46.122075] [INFO ] [sig       ] PPL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:46.263489] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PPL.txt
[2025-12-15T20:29:46.263673] [INFO ] [sig       ] [2586/3591] Completed PPL in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:46.263728] [INFO ] [sig       ] [2587/3591] Forecasting PPSI...
[2025-12-15T20:29:46.263762] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-15T20:29:46.263792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-15T20:29:46.275004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-15T20:29:46.275398] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-15T20:29:46.276181] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-15T20:29:46.276232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:46.276262] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:46.276289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:46.276345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:46.333037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:46.333693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:46.333771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:46.333812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:46.453492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:46.453668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:46.453724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:46.453765] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:46.457129] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=37.14%)
[2025-12-15T20:29:46.457402] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-15T20:29:46.457525] [INFO ] [sig       ] PPSI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:46.602586] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PPSI.txt
[2025-12-15T20:29:46.602744] [INFO ] [sig       ] [2587/3591] Completed PPSI in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:46.602785] [INFO ] [sig       ] [2588/3591] Forecasting PPTA...
[2025-12-15T20:29:46.602817] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-15T20:29:46.602846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-15T20:29:46.615171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-15T20:29:46.615637] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-15T20:29:46.616430] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-15T20:29:46.616482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:46.616513] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:46.616540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:46.616613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:46.671697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:46.672553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:46.672660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:46.672693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:46.791149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:46.791305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:46.791346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:46.791374] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:46.794643] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=52.24%)
[2025-12-15T20:29:46.794911] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-15T20:29:46.795032] [INFO ] [sig       ] PPTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:46.932475] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PPTA.txt
[2025-12-15T20:29:46.932629] [INFO ] [sig       ] [2588/3591] Completed PPTA in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:46.932673] [INFO ] [sig       ] [2589/3591] Forecasting PRA...
[2025-12-15T20:29:46.932702] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-15T20:29:46.932731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-15T20:29:46.943652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-15T20:29:46.944031] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-15T20:29:46.944805] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-15T20:29:46.944855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:46.944887] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:46.944913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:46.944981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:47.002895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:47.003665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:47.003744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:47.003778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:47.120755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:47.120914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:47.120963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:47.121016] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:47.124459] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-12-15T20:29:47.124752] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-15T20:29:47.124878] [INFO ] [sig       ] PRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:47.263464] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRA.txt
[2025-12-15T20:29:47.263611] [INFO ] [sig       ] [2589/3591] Completed PRA in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:47.263662] [INFO ] [sig       ] [2590/3591] Forecasting PRAA...
[2025-12-15T20:29:47.263691] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-15T20:29:47.263720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-15T20:29:47.274633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-15T20:29:47.274955] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-15T20:29:47.275716] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-15T20:29:47.275766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:47.275797] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:47.275823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:47.275879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:47.333014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:47.333668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:47.333743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:47.333774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:47.448768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:47.448907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:47.448946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:47.448989] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:47.452336] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-15T20:29:47.452618] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-15T20:29:47.452740] [INFO ] [sig       ] PRAA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:47.591091] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRAA.txt
[2025-12-15T20:29:47.591245] [INFO ] [sig       ] [2590/3591] Completed PRAA in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:47.591287] [INFO ] [sig       ] [2591/3591] Forecasting PRAX...
[2025-12-15T20:29:47.591316] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-15T20:29:47.591346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-15T20:29:47.602352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-15T20:29:47.602716] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-15T20:29:47.603458] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-15T20:29:47.603508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:47.603539] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:47.603565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:47.603643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:47.660845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:47.661712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:47.661813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:47.661845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:47.787609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:47.787793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:47.787858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:47.787906] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:47.791990] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-12-15T20:29:47.792300] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-15T20:29:47.792436] [INFO ] [sig       ] PRAX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:47.932611] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRAX.txt
[2025-12-15T20:29:47.932747] [INFO ] [sig       ] [2591/3591] Completed PRAX in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:47.932789] [INFO ] [sig       ] [2592/3591] Forecasting PRCH...
[2025-12-15T20:29:47.932819] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-15T20:29:47.932848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-15T20:29:47.944046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-15T20:29:47.944383] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-15T20:29:47.945157] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-15T20:29:47.945208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:47.945239] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:47.945266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:47.945322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:48.002334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:48.003211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:48.003295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:48.003330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:48.128444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:48.128615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:48.128656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:48.128685] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:48.132385] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-12-15T20:29:48.132750] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-15T20:29:48.132884] [INFO ] [sig       ] PRCH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:48.274651] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRCH.txt
[2025-12-15T20:29:48.274804] [INFO ] [sig       ] [2592/3591] Completed PRCH in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:48.274846] [INFO ] [sig       ] [2593/3591] Forecasting PRDO...
[2025-12-15T20:29:48.274876] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-15T20:29:48.274906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-15T20:29:48.284510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-15T20:29:48.284844] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-15T20:29:48.285643] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-15T20:29:48.285694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:48.285725] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:48.285767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:48.285823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:48.342107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:48.342787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:48.342864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:48.342896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:48.469611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:48.469795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:48.469861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:48.469914] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:48.475512] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-15T20:29:48.476093] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-15T20:29:48.476314] [INFO ] [sig       ] PRDO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:48.652657] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRDO.txt
[2025-12-15T20:29:48.652809] [INFO ] [sig       ] [2593/3591] Completed PRDO in 0.4s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:48.652854] [INFO ] [sig       ] [2594/3591] Forecasting PRFZ...
[2025-12-15T20:29:48.652884] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-15T20:29:48.652914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-15T20:29:48.664803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-15T20:29:48.665229] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-15T20:29:48.666033] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-15T20:29:48.666085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:48.666117] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:48.666143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:48.666199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:48.723252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:48.724165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:48.724252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:48.724285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:48.849056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:48.849206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:48.849247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:48.849277] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:48.852590] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-15T20:29:48.852856] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-15T20:29:48.852982] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:49.000310] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRFZ.txt
[2025-12-15T20:29:49.000442] [INFO ] [sig       ] [2594/3591] Completed PRFZ in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:49.000482] [INFO ] [sig       ] [2595/3591] Forecasting PRG...
[2025-12-15T20:29:49.000511] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-15T20:29:49.000542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-15T20:29:49.011467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-15T20:29:49.011825] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-15T20:29:49.012648] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-15T20:29:49.012700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:49.012732] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:49.012760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:49.012822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:49.069910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:49.070632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:49.070710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:49.070746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:49.191051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:49.191216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:49.191264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:49.191298] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:49.194740] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=37.17%)
[2025-12-15T20:29:49.195016] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-15T20:29:49.195136] [INFO ] [sig       ] PRG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:49.335851] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRG.txt
[2025-12-15T20:29:49.335976] [INFO ] [sig       ] [2595/3591] Completed PRG in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:49.336016] [INFO ] [sig       ] [2596/3591] Forecasting PRGO...
[2025-12-15T20:29:49.336045] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-15T20:29:49.336076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-15T20:29:49.346060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-15T20:29:49.346371] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-15T20:29:49.347150] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-15T20:29:49.347200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:49.347231] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:49.347259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:49.347316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:49.404088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:49.404734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:49.404836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:49.404870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:49.523802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:49.523941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:49.523987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:49.524023] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:49.527469] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=54.33%)
[2025-12-15T20:29:49.527792] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-15T20:29:49.527926] [INFO ] [sig       ] PRGO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:49.666340] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRGO.txt
[2025-12-15T20:29:49.666470] [INFO ] [sig       ] [2596/3591] Completed PRGO in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-15T20:29:49.666508] [INFO ] [sig       ] [2597/3591] Forecasting PRGS...
[2025-12-15T20:29:49.666539] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-15T20:29:49.666591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-15T20:29:49.677072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-15T20:29:49.677405] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-15T20:29:49.678184] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-15T20:29:49.678235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:49.678265] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:49.678292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:49.678347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:49.734043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:49.734699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:49.734776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:49.734808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:49.852884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:49.853046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:49.853085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:49.853116] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:49.856541] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: UP (p=66.77%)
[2025-12-15T20:29:49.856859] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-15T20:29:49.856993] [INFO ] [sig       ] PRGS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:50.004296] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRGS.txt
[2025-12-15T20:29:50.004458] [INFO ] [sig       ] [2597/3591] Completed PRGS in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:50.004501] [INFO ] [sig       ] [2598/3591] Forecasting PRH...
[2025-12-15T20:29:50.004532] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-15T20:29:50.004562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-15T20:29:50.015612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-15T20:29:50.015986] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-15T20:29:50.016809] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-15T20:29:50.016861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:50.016894] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:50.016921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:50.016979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:50.078994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:50.080035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:50.080156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:50.080194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:50.205644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:50.205796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:50.205837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:50.205866] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:50.209447] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-15T20:29:50.209768] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-15T20:29:50.209900] [INFO ] [sig       ] PRH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:50.348012] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRH.txt
[2025-12-15T20:29:50.348138] [INFO ] [sig       ] [2598/3591] Completed PRH in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:50.348177] [INFO ] [sig       ] [2599/3591] Forecasting PRI...
[2025-12-15T20:29:50.348206] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-15T20:29:50.348235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-15T20:29:50.358461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-15T20:29:50.358797] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-15T20:29:50.359604] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-15T20:29:50.359655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:50.359689] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:50.359715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:50.359772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:50.416489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:50.417133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:50.417212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:50.417245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:50.534297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:50.534454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:50.534493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:50.534522] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:50.537768] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=27.52%)
[2025-12-15T20:29:50.538033] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-15T20:29:50.538152] [INFO ] [sig       ] PRI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:50.678980] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRI.txt
[2025-12-15T20:29:50.679132] [INFO ] [sig       ] [2599/3591] Completed PRI in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:50.679173] [INFO ] [sig       ] [2600/3591] Forecasting PRIM...
[2025-12-15T20:29:50.679203] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-15T20:29:50.679233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-15T20:29:50.688792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-15T20:29:50.689153] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-15T20:29:50.689944] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-15T20:29:50.690003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:50.690042] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:50.690075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:50.690144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:50.750869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:50.751759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:50.751840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:50.751873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:50.879384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:50.879554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:50.879634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:50.879667] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:50.883297] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-12-15T20:29:50.883678] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-15T20:29:50.883829] [INFO ] [sig       ] PRIM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:51.063815] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRIM.txt
[2025-12-15T20:29:51.064033] [INFO ] [sig       ] [2600/3591] Completed PRIM in 0.4s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:51.064105] [INFO ] [sig       ] [2601/3591] Forecasting PRLB...
[2025-12-15T20:29:51.064157] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-15T20:29:51.064210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-15T20:29:51.080318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-15T20:29:51.080852] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-15T20:29:51.082050] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-15T20:29:51.082121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:51.082175] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:51.082220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:51.082313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:51.155630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:51.156849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:51.156979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:51.157039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:51.342156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:51.342336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:51.342389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:51.342428] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:51.346398] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2025-12-15T20:29:51.346885] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-15T20:29:51.347096] [INFO ] [sig       ] PRLB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:51.545292] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRLB.txt
[2025-12-15T20:29:51.545504] [INFO ] [sig       ] [2601/3591] Completed PRLB in 0.5s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:51.545555] [INFO ] [sig       ] [2602/3591] Forecasting PRM...
[2025-12-15T20:29:51.545612] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-15T20:29:51.545651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-15T20:29:51.562516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-15T20:29:51.563086] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-15T20:29:51.564319] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-15T20:29:51.564387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:51.564440] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:51.564485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:51.564598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:51.652137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:51.653346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:51.653476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:51.653532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:51.808793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:51.808984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:51.809030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:51.809061] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:51.812643] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=26.60%)
[2025-12-15T20:29:51.812946] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-15T20:29:51.813082] [INFO ] [sig       ] PRM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:51.970415] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRM.txt
[2025-12-15T20:29:51.970605] [INFO ] [sig       ] [2602/3591] Completed PRM in 0.4s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:51.970651] [INFO ] [sig       ] [2603/3591] Forecasting PRME...
[2025-12-15T20:29:51.970680] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-15T20:29:51.970709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-15T20:29:51.982153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-15T20:29:51.982563] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-15T20:29:51.983402] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-15T20:29:51.983455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:51.983516] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:51.983554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:51.983686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:52.057398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:52.058455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:52.058555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:52.058614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:52.223817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:52.224005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:52.224071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:52.224122] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:52.229641] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-15T20:29:52.230190] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-15T20:29:52.230420] [INFO ] [sig       ] PRME: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:52.389994] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRME.txt
[2025-12-15T20:29:52.390124] [INFO ] [sig       ] [2603/3591] Completed PRME in 0.4s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:52.390165] [INFO ] [sig       ] [2604/3591] Forecasting PRN...
[2025-12-15T20:29:52.390196] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-15T20:29:52.390224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-15T20:29:52.400637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-15T20:29:52.400946] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-15T20:29:52.401721] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-15T20:29:52.401773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:52.401804] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:52.401830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:52.401900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:52.457189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:52.458030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:52.458107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:52.458139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:52.572965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:52.573092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:52.573131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:52.573159] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:52.576389] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-12-15T20:29:52.576672] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-15T20:29:52.576792] [INFO ] [sig       ] PRN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:52.715757] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRN.txt
[2025-12-15T20:29:52.715870] [INFO ] [sig       ] [2604/3591] Completed PRN in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:52.715907] [INFO ] [sig       ] [2605/3591] Forecasting PROF...
[2025-12-15T20:29:52.715937] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-15T20:29:52.715966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-15T20:29:52.730621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-15T20:29:52.731191] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-15T20:29:52.732149] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-15T20:29:52.732206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:52.732249] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:52.732279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:52.732340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:52.789790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:52.790962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:52.791064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:52.791097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:52.907737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:52.908011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:52.908058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:52.908088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:52.912023] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=0.07%)
[2025-12-15T20:29:52.912365] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-15T20:29:52.912512] [INFO ] [sig       ] PROF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:53.052006] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PROF.txt
[2025-12-15T20:29:53.052205] [INFO ] [sig       ] [2605/3591] Completed PROF in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:53.052249] [INFO ] [sig       ] [2606/3591] Forecasting PROK...
[2025-12-15T20:29:53.052281] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-15T20:29:53.052314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-15T20:29:53.065162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-15T20:29:53.065721] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-15T20:29:53.066687] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-15T20:29:53.066762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:53.066803] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:53.066832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:53.066892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:53.124607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:53.125558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:53.125670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:53.125706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:53.245007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:53.245242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:53.245287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:53.245361] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:53.250008] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=50.02%)
[2025-12-15T20:29:53.250528] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-15T20:29:53.250770] [INFO ] [sig       ] PROK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:53.393850] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PROK.txt
[2025-12-15T20:29:53.394298] [INFO ] [sig       ] [2606/3591] Completed PROK in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:53.394345] [INFO ] [sig       ] [2607/3591] Forecasting PRTA...
[2025-12-15T20:29:53.394376] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-15T20:29:53.394409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-15T20:29:53.409663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-15T20:29:53.410145] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-15T20:29:53.411226] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-15T20:29:53.411288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:53.411327] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:53.411359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:53.411439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:53.473828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:53.474564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:53.474666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:53.474700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:53.589985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:53.590161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:53.590208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:53.590240] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:53.593600] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-12-15T20:29:53.593881] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-15T20:29:53.594007] [INFO ] [sig       ] PRTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:53.732027] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRTA.txt
[2025-12-15T20:29:53.732169] [INFO ] [sig       ] [2607/3591] Completed PRTA in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:53.732209] [INFO ] [sig       ] [2608/3591] Forecasting PRTH...
[2025-12-15T20:29:53.732238] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-15T20:29:53.732269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-15T20:29:53.744086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-15T20:29:53.744450] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-15T20:29:53.745253] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-15T20:29:53.745305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:53.745336] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:53.745362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:53.745418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:53.801924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:53.802557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:53.802655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:53.802688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:53.936667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:53.936825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:53.936866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:53.936894] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:53.940276] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-15T20:29:53.940567] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-15T20:29:53.940714] [INFO ] [sig       ] PRTH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:54.079808] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRTH.txt
[2025-12-15T20:29:54.079968] [INFO ] [sig       ] [2608/3591] Completed PRTH in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:54.080010] [INFO ] [sig       ] [2609/3591] Forecasting PRVA...
[2025-12-15T20:29:54.080041] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-15T20:29:54.080074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-15T20:29:54.091461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-15T20:29:54.091858] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-15T20:29:54.092645] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-15T20:29:54.092696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:54.092727] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:54.092753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:54.092808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:54.148684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:54.149502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:54.149603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:54.149638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:54.272334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:54.272518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:54.272559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:54.272611] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:54.275998] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-15T20:29:54.276270] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-15T20:29:54.276393] [INFO ] [sig       ] PRVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:54.414680] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PRVA.txt
[2025-12-15T20:29:54.414845] [INFO ] [sig       ] [2609/3591] Completed PRVA in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:54.414888] [INFO ] [sig       ] [2610/3591] Forecasting PRZO...
[2025-12-15T20:29:54.414917] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-15T20:29:54.414947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-15T20:29:54.425977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-15T20:29:54.426317] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-15T20:29:54.427077] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-15T20:29:54.427134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:54.427172] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:54.427205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:54.427266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:54.482705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:54.483491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:54.483590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:54.483624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:54.605480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:54.605659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:54.605699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:54.605726] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:54.609498] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=37.71%)
[2025-12-15T20:29:54.609798] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-15T20:29:54.609927] [INFO ] [sig       ] PRZO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:54.749362] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PRZO.txt
[2025-12-15T20:29:54.749521] [INFO ] [sig       ] [2610/3591] Completed PRZO in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:54.749563] [INFO ] [sig       ] [2611/3591] Forecasting PSC...
[2025-12-15T20:29:54.749612] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-15T20:29:54.749644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-15T20:29:54.760695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-15T20:29:54.761065] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-15T20:29:54.761885] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-15T20:29:54.761936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:54.761966] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:54.761993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:54.762048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:54.818205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:54.819067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:54.819150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:54.819182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:54.937016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:54.937172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:54.937214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:54.937245] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:54.940724] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-12-15T20:29:54.941018] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-15T20:29:54.941166] [INFO ] [sig       ] PSC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:55.081498] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PSC.txt
[2025-12-15T20:29:55.081669] [INFO ] [sig       ] [2611/3591] Completed PSC in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:55.081713] [INFO ] [sig       ] [2612/3591] Forecasting PSCE...
[2025-12-15T20:29:55.081742] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-15T20:29:55.081772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-15T20:29:55.092493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-15T20:29:55.092861] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-15T20:29:55.093628] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-15T20:29:55.093679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:55.093710] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:55.093735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:55.093791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:55.149188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:55.150045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:55.150142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:55.150181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:55.259422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:55.259594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:55.259636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:55.259665] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:55.263056] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=51.79%)
[2025-12-15T20:29:55.263329] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-15T20:29:55.263451] [INFO ] [sig       ] PSCE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:55.407918] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PSCE.txt
[2025-12-15T20:29:55.408074] [INFO ] [sig       ] [2612/3591] Completed PSCE in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:55.408115] [INFO ] [sig       ] [2613/3591] Forecasting PSCH...
[2025-12-15T20:29:55.408145] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-15T20:29:55.408174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-15T20:29:55.419330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-15T20:29:55.419728] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-15T20:29:55.420512] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-15T20:29:55.420563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:55.420616] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:55.420644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:55.420699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:55.476697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:55.477450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:55.477570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:55.477622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:55.589188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:55.589368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:55.589409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:55.589440] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:55.592878] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=80.78%)
[2025-12-15T20:29:55.593179] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-15T20:29:55.593318] [INFO ] [sig       ] PSCH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:55.734187] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PSCH.txt
[2025-12-15T20:29:55.734351] [INFO ] [sig       ] [2613/3591] Completed PSCH in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-15T20:29:55.734390] [INFO ] [sig       ] [2614/3591] Forecasting PSEC...
[2025-12-15T20:29:55.734422] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-15T20:29:55.734451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-15T20:29:55.746148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-15T20:29:55.746542] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-15T20:29:55.747354] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-15T20:29:55.747404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:55.747435] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:55.747462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:55.747518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:55.804297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:55.805161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:55.805256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:55.805315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:55.926792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:55.926950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:55.926990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:55.927018] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:55.930339] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-15T20:29:55.930634] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-15T20:29:55.930760] [INFO ] [sig       ] PSEC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:56.069928] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PSEC.txt
[2025-12-15T20:29:56.070089] [INFO ] [sig       ] [2614/3591] Completed PSEC in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-15T20:29:56.070138] [INFO ] [sig       ] [2615/3591] Forecasting PSF...
[2025-12-15T20:29:56.070175] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-15T20:29:56.070211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-15T20:29:56.080900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-15T20:29:56.081265] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-15T20:29:56.082051] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-15T20:29:56.082102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:56.082133] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:56.082160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:56.082220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:56.140642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:56.141498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:56.141599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:56.141635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:56.261878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:56.262032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:56.262074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:56.262103] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:56.265557] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=26.09%)
[2025-12-15T20:29:56.265863] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-15T20:29:56.265993] [INFO ] [sig       ] PSF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:56.415795] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PSF.txt
[2025-12-15T20:29:56.416011] [INFO ] [sig       ] [2615/3591] Completed PSF in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:56.416063] [INFO ] [sig       ] [2616/3591] Forecasting PSFE...
[2025-12-15T20:29:56.416107] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-15T20:29:56.416149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-15T20:29:56.427953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-15T20:29:56.428306] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-15T20:29:56.429146] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-15T20:29:56.429200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:56.429234] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:56.429261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:56.429318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:56.486634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:56.487491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:56.487593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:56.487629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:56.612187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:56.612342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:56.612382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:56.612413] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:56.615791] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-12-15T20:29:56.616061] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-15T20:29:56.616185] [INFO ] [sig       ] PSFE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:56.761955] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PSFE.txt
[2025-12-15T20:29:56.762136] [INFO ] [sig       ] [2616/3591] Completed PSFE in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:56.762182] [INFO ] [sig       ] [2617/3591] Forecasting PSHG...
[2025-12-15T20:29:56.762213] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-15T20:29:56.762244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-15T20:29:56.772114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-15T20:29:56.772440] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-15T20:29:56.773213] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-15T20:29:56.773264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:56.773311] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:56.773340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:56.773396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:56.829665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:56.830323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:56.830404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:56.830439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:56.957952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:56.958103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:56.958146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:56.958175] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:56.961470] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-15T20:29:56.961754] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-15T20:29:56.961875] [INFO ] [sig       ] PSHG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:57.100065] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PSHG.txt
[2025-12-15T20:29:57.100205] [INFO ] [sig       ] [2617/3591] Completed PSHG in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:57.100252] [INFO ] [sig       ] [2618/3591] Forecasting PSN...
[2025-12-15T20:29:57.100289] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-15T20:29:57.100323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-15T20:29:57.111114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-15T20:29:57.111441] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-15T20:29:57.112216] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-15T20:29:57.112278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:57.112312] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:57.112338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:57.112396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:57.167842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:57.168427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:57.168504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:57.168536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:57.290221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:57.290402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:57.290442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:57.290471] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:57.293827] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=27.49%)
[2025-12-15T20:29:57.294119] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-15T20:29:57.294251] [INFO ] [sig       ] PSN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:57.433001] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PSN.txt
[2025-12-15T20:29:57.433128] [INFO ] [sig       ] [2618/3591] Completed PSN in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:57.433168] [INFO ] [sig       ] [2619/3591] Forecasting PSNL...
[2025-12-15T20:29:57.433199] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-15T20:29:57.433228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-15T20:29:57.444203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-15T20:29:57.444530] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-15T20:29:57.445343] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-15T20:29:57.445395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:57.445428] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:57.445456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:57.445513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:57.502781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:57.503657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:57.503742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:57.503774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:57.624220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:57.624379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:57.624419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:57.624449] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:57.627727] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2025-12-15T20:29:57.627989] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-15T20:29:57.628108] [INFO ] [sig       ] PSNL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:57.815270] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PSNL.txt
[2025-12-15T20:29:57.815404] [INFO ] [sig       ] [2619/3591] Completed PSNL in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:57.815444] [INFO ] [sig       ] [2620/3591] Forecasting PSO...
[2025-12-15T20:29:57.815473] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-15T20:29:57.815502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-15T20:29:57.826532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-15T20:29:57.826888] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-15T20:29:57.827651] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-15T20:29:57.827701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:57.827758] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:57.827786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:57.827843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:57.884263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:57.885036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:57.885127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:57.885172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:58.014973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:58.015123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:58.015160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:58.015189] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:58.018488] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-12-15T20:29:58.018777] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-15T20:29:58.018901] [INFO ] [sig       ] PSO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:58.156385] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PSO.txt
[2025-12-15T20:29:58.156533] [INFO ] [sig       ] [2620/3591] Completed PSO in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:58.156599] [INFO ] [sig       ] [2621/3591] Forecasting PSQH...
[2025-12-15T20:29:58.156632] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-15T20:29:58.156661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-15T20:29:58.168045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-15T20:29:58.168401] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-15T20:29:58.169224] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-15T20:29:58.169278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:58.169309] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:58.169335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:58.169392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:58.225568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:58.226335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:58.226414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:58.226446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:58.342364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:58.342512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:58.342552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:58.342598] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:58.345850] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-15T20:29:58.346110] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-15T20:29:58.346227] [INFO ] [sig       ] PSQH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:58.486928] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PSQH.txt
[2025-12-15T20:29:58.487052] [INFO ] [sig       ] [2621/3591] Completed PSQH in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:58.487092] [INFO ] [sig       ] [2622/3591] Forecasting PSTG...
[2025-12-15T20:29:58.487123] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-15T20:29:58.487159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-15T20:29:58.496945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-15T20:29:58.497264] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-15T20:29:58.498057] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-15T20:29:58.498109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:58.498142] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:58.498169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:58.498227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:58.554191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:58.554895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:58.554973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:58.555005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:58.676901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:58.677022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:58.677058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:58.677085] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:58.680273] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=59.29%)
[2025-12-15T20:29:58.680548] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-15T20:29:58.680701] [INFO ] [sig       ] PSTG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:58.819721] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PSTG.txt
[2025-12-15T20:29:58.819871] [INFO ] [sig       ] [2622/3591] Completed PSTG in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:58.819911] [INFO ] [sig       ] [2623/3591] Forecasting PSTL...
[2025-12-15T20:29:58.819940] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-15T20:29:58.819970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-15T20:29:58.830856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-15T20:29:58.831262] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-15T20:29:58.832080] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-15T20:29:58.832133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:58.832173] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:58.832207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:58.832278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:58.890203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:58.891078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:58.891159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:58.891195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:59.007367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:59.007517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:59.007557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:59.007645] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:59.011132] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=24.91%)
[2025-12-15T20:29:59.011421] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-15T20:29:59.011554] [INFO ] [sig       ] PSTL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:29:59.152219] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PSTL.txt
[2025-12-15T20:29:59.152373] [INFO ] [sig       ] [2623/3591] Completed PSTL in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:59.152415] [INFO ] [sig       ] [2624/3591] Forecasting PSX...
[2025-12-15T20:29:59.152445] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-15T20:29:59.152475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-15T20:29:59.163735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-15T20:29:59.164116] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-15T20:29:59.164910] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-15T20:29:59.164963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:59.164997] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:59.165025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:59.165083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:59.220674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:59.221483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:59.221562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:59.221613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:59.345222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:59.345362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:59.345415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:59.345445] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:59.348762] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=68.78%)
[2025-12-15T20:29:59.349054] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-15T20:29:59.349179] [INFO ] [sig       ] PSX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:59.486663] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PSX.txt
[2025-12-15T20:29:59.486797] [INFO ] [sig       ] [2624/3591] Completed PSX in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:59.486835] [INFO ] [sig       ] [2625/3591] Forecasting PTA...
[2025-12-15T20:29:59.486865] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-15T20:29:59.486894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-15T20:29:59.497898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-15T20:29:59.498257] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-15T20:29:59.499123] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-15T20:29:59.499177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:59.499208] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:59.499235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:59.499292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:59.553945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:59.554542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:59.554635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:59.554668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:29:59.672709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:29:59.672861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:29:59.672901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:29:59.672931] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:29:59.676218] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-12-15T20:29:59.676481] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-15T20:29:59.676618] [INFO ] [sig       ] PTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:29:59.814187] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PTA.txt
[2025-12-15T20:29:59.814322] [INFO ] [sig       ] [2625/3591] Completed PTA in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:29:59.814362] [INFO ] [sig       ] [2626/3591] Forecasting PTC...
[2025-12-15T20:29:59.814392] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-15T20:29:59.814422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-15T20:29:59.829307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-15T20:29:59.829921] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-15T20:29:59.830846] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-15T20:29:59.830905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:29:59.830940] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:29:59.830965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:29:59.831023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:29:59.887848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:29:59.888789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:29:59.888911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:29:59.888948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:00.016636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:00.016879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:00.016938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:00.016973] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:00.021051] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-12-15T20:30:00.021372] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-15T20:30:00.021516] [INFO ] [sig       ] PTC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:00.170328] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PTC.txt
[2025-12-15T20:30:00.170495] [INFO ] [sig       ] [2626/3591] Completed PTC in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:30:00.170538] [INFO ] [sig       ] [2627/3591] Forecasting PTEN...
[2025-12-15T20:30:00.170567] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-15T20:30:00.170617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-15T20:30:00.183944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-15T20:30:00.184432] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-15T20:30:00.185358] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-15T20:30:00.185424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:00.185472] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:00.185503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:00.185563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:00.243493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:00.244502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:00.244615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:00.244653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:00.361835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:00.362094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:00.362155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:00.362197] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:00.367397] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-15T20:30:00.367906] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-15T20:30:00.368082] [INFO ] [sig       ] PTEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:00.529480] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PTEN.txt
[2025-12-15T20:30:00.529672] [INFO ] [sig       ] [2627/3591] Completed PTEN in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:30:00.529717] [INFO ] [sig       ] [2628/3591] Forecasting PTF...
[2025-12-15T20:30:00.529750] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-15T20:30:00.529780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-15T20:30:00.541375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-15T20:30:00.541760] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-15T20:30:00.542528] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-15T20:30:00.542600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:00.542648] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:00.542677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:00.542733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:00.598557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:00.599395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:00.599481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:00.599513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:00.719709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:00.719862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:00.719900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:00.719928] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:00.723324] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-12-15T20:30:00.723607] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-15T20:30:00.723727] [INFO ] [sig       ] PTF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:00.862812] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PTF.txt
[2025-12-15T20:30:00.862945] [INFO ] [sig       ] [2628/3591] Completed PTF in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:30:00.862986] [INFO ] [sig       ] [2629/3591] Forecasting PTGX...
[2025-12-15T20:30:00.863015] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-15T20:30:00.863043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-15T20:30:00.874621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-15T20:30:00.875051] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-15T20:30:00.875861] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-15T20:30:00.875913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:00.875944] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:00.875971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:00.876027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:00.932348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:00.933303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:00.933390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:00.933424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:01.057063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:01.057227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:01.057272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:01.057301] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:01.060773] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-15T20:30:01.061059] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-15T20:30:01.061185] [INFO ] [sig       ] PTGX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:01.215937] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PTGX.txt
[2025-12-15T20:30:01.216113] [INFO ] [sig       ] [2629/3591] Completed PTGX in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:30:01.216182] [INFO ] [sig       ] [2630/3591] Forecasting PTH...
[2025-12-15T20:30:01.216222] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-15T20:30:01.216263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-15T20:30:01.227342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-15T20:30:01.227774] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-15T20:30:01.228773] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-15T20:30:01.228827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:01.228860] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:01.228889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:01.228946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:01.285436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:01.286329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:01.286468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:01.286504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:01.396657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:01.396859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:01.396903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:01.396933] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:01.400553] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-12-15T20:30:01.400865] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-15T20:30:01.400995] [INFO ] [sig       ] PTH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:01.541323] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PTH.txt
[2025-12-15T20:30:01.541489] [INFO ] [sig       ] [2630/3591] Completed PTH in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-15T20:30:01.541533] [INFO ] [sig       ] [2631/3591] Forecasting PTIX...
[2025-12-15T20:30:01.541565] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-15T20:30:01.541626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-15T20:30:01.554868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-15T20:30:01.555279] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-15T20:30:01.556068] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-15T20:30:01.556119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:01.556151] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:01.556178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:01.556235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:01.614549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:01.615427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:01.615512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:01.615547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:01.737613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:01.737787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:01.737829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:01.737860] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:01.741561] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-12-15T20:30:01.741905] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-15T20:30:01.742041] [INFO ] [sig       ] PTIX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:01.897337] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PTIX.txt
[2025-12-15T20:30:01.897697] [INFO ] [sig       ] [2631/3591] Completed PTIX in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-15T20:30:01.897740] [INFO ] [sig       ] [2632/3591] Forecasting PTLO...
[2025-12-15T20:30:01.897770] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-15T20:30:01.897806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-15T20:30:01.909376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-15T20:30:01.909775] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-15T20:30:01.910565] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-15T20:30:01.910643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:01.910676] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:01.910705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:01.910764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:01.984422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:01.985360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:01.985468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:01.985504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:02.115928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:02.116108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:02.116149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:02.116179] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:02.119971] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-15T20:30:02.120374] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-15T20:30:02.120526] [INFO ] [sig       ] PTLO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:02.288988] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PTLO.txt
[2025-12-15T20:30:02.289174] [INFO ] [sig       ] [2632/3591] Completed PTLO in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-15T20:30:02.289218] [INFO ] [sig       ] [2633/3591] Forecasting PTNQ...
[2025-12-15T20:30:02.289252] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-15T20:30:02.289285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-15T20:30:02.302359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-15T20:30:02.302814] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-15T20:30:02.303938] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-15T20:30:02.304002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:02.304036] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:02.304065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:02.304126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:02.366383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:02.367289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:02.367385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:02.367421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:02.496326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:02.496648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:02.496694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:02.496725] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:02.500045] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-15T20:30:02.500351] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-15T20:30:02.500485] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:02.650504] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PTNQ.txt
[2025-12-15T20:30:02.650713] [INFO ] [sig       ] [2633/3591] Completed PTNQ in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:02.650758] [INFO ] [sig       ] [2634/3591] Forecasting PTON...
[2025-12-15T20:30:02.650787] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-15T20:30:02.650817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-15T20:30:02.662777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-15T20:30:02.663171] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-15T20:30:02.664003] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-15T20:30:02.664056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:02.664090] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:02.664119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:02.664178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:02.724725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:02.725601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:02.725690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:02.725726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:02.856219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:02.856368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:02.856409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:02.856440] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:02.859968] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-15T20:30:02.860257] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-15T20:30:02.860391] [INFO ] [sig       ] PTON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:03.009861] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PTON.txt
[2025-12-15T20:30:03.010010] [INFO ] [sig       ] [2634/3591] Completed PTON in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:03.010054] [INFO ] [sig       ] [2635/3591] Forecasting PTY...
[2025-12-15T20:30:03.010085] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-15T20:30:03.010116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-15T20:30:03.022705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-15T20:30:03.023203] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-15T20:30:03.024205] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-15T20:30:03.024273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:03.024309] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:03.024337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:03.024396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:03.085204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:03.086323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:03.086421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:03.086455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:03.218476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:03.218669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:03.218713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:03.218761] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:03.222675] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-12-15T20:30:03.223099] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-15T20:30:03.223259] [INFO ] [sig       ] PTY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:03.393271] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PTY.txt
[2025-12-15T20:30:03.393437] [INFO ] [sig       ] [2635/3591] Completed PTY in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:03.393504] [INFO ] [sig       ] [2636/3591] Forecasting PUBM...
[2025-12-15T20:30:03.393537] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-15T20:30:03.393566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-15T20:30:03.404648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-15T20:30:03.405110] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-15T20:30:03.405917] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-15T20:30:03.405968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:03.405998] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:03.406024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:03.406078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:03.460862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:03.461541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:03.461638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:03.461672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:03.580875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:03.581030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:03.581070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:03.581098] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:03.584837] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=49.17%)
[2025-12-15T20:30:03.585109] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-15T20:30:03.585231] [INFO ] [sig       ] PUBM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:03.722526] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PUBM.txt
[2025-12-15T20:30:03.722687] [INFO ] [sig       ] [2636/3591] Completed PUBM in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:03.722729] [INFO ] [sig       ] [2637/3591] Forecasting PUK...
[2025-12-15T20:30:03.722758] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-15T20:30:03.722787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-15T20:30:03.734787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-15T20:30:03.735246] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-15T20:30:03.736162] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-15T20:30:03.736216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:03.736282] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:03.736315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:03.736373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:03.795414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:03.796344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:03.796430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:03.796462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:03.922122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:03.922307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:03.922357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:03.922393] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:03.925800] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-12-15T20:30:03.926075] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-15T20:30:03.926198] [INFO ] [sig       ] PUK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:04.070863] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PUK.txt
[2025-12-15T20:30:04.070997] [INFO ] [sig       ] [2637/3591] Completed PUK in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:04.071037] [INFO ] [sig       ] [2638/3591] Forecasting PUMP...
[2025-12-15T20:30:04.071066] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-15T20:30:04.071096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-15T20:30:04.082689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-15T20:30:04.083076] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-15T20:30:04.083886] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-15T20:30:04.083938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:04.083969] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:04.083996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:04.084052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:04.142977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:04.143900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:04.143987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:04.144029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:04.275071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:04.275230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:04.275269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:04.275299] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:04.278819] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-15T20:30:04.279121] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-15T20:30:04.279291] [INFO ] [sig       ] PUMP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:04.420207] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PUMP.txt
[2025-12-15T20:30:04.420379] [INFO ] [sig       ] [2638/3591] Completed PUMP in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:04.420422] [INFO ] [sig       ] [2639/3591] Forecasting PVH...
[2025-12-15T20:30:04.420450] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-15T20:30:04.420480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-15T20:30:04.433321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-15T20:30:04.433761] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-15T20:30:04.434555] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-15T20:30:04.434629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:04.434661] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:04.434689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:04.434760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:04.490366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:04.491076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:04.491155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:04.491187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:04.621087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:04.621241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:04.621280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:04.621308] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:04.624617] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-15T20:30:04.624891] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-15T20:30:04.625011] [INFO ] [sig       ] PVH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:04.761006] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PVH.txt
[2025-12-15T20:30:04.761140] [INFO ] [sig       ] [2639/3591] Completed PVH in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:04.761181] [INFO ] [sig       ] [2640/3591] Forecasting PVL...
[2025-12-15T20:30:04.761210] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-15T20:30:04.761240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-15T20:30:04.773269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-15T20:30:04.773912] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-15T20:30:04.774747] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-15T20:30:04.774799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:04.774830] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:04.774857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:04.774911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:04.835271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:04.836660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:04.836751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:04.836783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:04.952305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:04.952478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:04.952520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:04.952605] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:04.955990] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-15T20:30:04.956264] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-15T20:30:04.956395] [INFO ] [sig       ] PVL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:05.095156] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PVL.txt
[2025-12-15T20:30:05.095322] [INFO ] [sig       ] [2640/3591] Completed PVL in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:05.095366] [INFO ] [sig       ] [2641/3591] Forecasting PWP...
[2025-12-15T20:30:05.095395] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-15T20:30:05.095425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-15T20:30:05.107327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-15T20:30:05.107795] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-15T20:30:05.108596] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-15T20:30:05.108665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:05.108696] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:05.108722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:05.108777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:05.163004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:05.163925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:05.164009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:05.164043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:05.283647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:05.283804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:05.283844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:05.283873] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:05.287450] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-12-15T20:30:05.287751] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-15T20:30:05.287877] [INFO ] [sig       ] PWP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:05.434445] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PWP.txt
[2025-12-15T20:30:05.434628] [INFO ] [sig       ] [2641/3591] Completed PWP in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:05.434671] [INFO ] [sig       ] [2642/3591] Forecasting PX...
[2025-12-15T20:30:05.434701] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-15T20:30:05.434731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-15T20:30:05.446405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-15T20:30:05.446840] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-15T20:30:05.447697] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-15T20:30:05.447749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:05.447781] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:05.447806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:05.447863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:05.502682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:05.503311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:05.503388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:05.503420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:05.626559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:05.626725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:05.626762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:05.626792] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:05.630078] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-15T20:30:05.630341] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-15T20:30:05.630462] [INFO ] [sig       ] PX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:05.768798] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PX.txt
[2025-12-15T20:30:05.768924] [INFO ] [sig       ] [2642/3591] Completed PX in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:05.768991] [INFO ] [sig       ] [2643/3591] Forecasting PXS...
[2025-12-15T20:30:05.769023] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-15T20:30:05.769056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-15T20:30:05.779297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-15T20:30:05.779669] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-15T20:30:05.780439] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-15T20:30:05.780495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:05.780526] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:05.780552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:05.780632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:05.837061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:05.837884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:05.837972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:05.838005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:05.944404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:05.944760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:05.944801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:05.944830] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:05.948179] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-12-15T20:30:05.948451] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-15T20:30:05.948592] [INFO ] [sig       ] PXS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:06.088124] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PXS.txt
[2025-12-15T20:30:06.088281] [INFO ] [sig       ] [2643/3591] Completed PXS in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:06.088322] [INFO ] [sig       ] [2644/3591] Forecasting PY...
[2025-12-15T20:30:06.088353] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-15T20:30:06.088383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-15T20:30:06.102969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-15T20:30:06.103430] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-15T20:30:06.104312] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-15T20:30:06.104366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:06.104399] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:06.104428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:06.104486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:06.161680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:06.162509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:06.162627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:06.162665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:06.265263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:06.265414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:06.265454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:06.265482] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:06.268864] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-15T20:30:06.269156] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-15T20:30:06.269282] [INFO ] [sig       ] PY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:06.406662] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PY.txt
[2025-12-15T20:30:06.406786] [INFO ] [sig       ] [2644/3591] Completed PY in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:06.406832] [INFO ] [sig       ] [2645/3591] Forecasting PYPL...
[2025-12-15T20:30:06.406861] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-15T20:30:06.406892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-15T20:30:06.418934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-15T20:30:06.419423] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-15T20:30:06.420256] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-15T20:30:06.420308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:06.420339] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:06.420365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:06.420421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:06.477416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:06.478314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:06.478402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:06.478434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:06.603976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:06.604140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:06.604181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:06.604210] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:06.607734] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=22.83%)
[2025-12-15T20:30:06.608072] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-15T20:30:06.608210] [INFO ] [sig       ] PYPL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:06.748599] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/PYPL.txt
[2025-12-15T20:30:06.748765] [INFO ] [sig       ] [2645/3591] Completed PYPL in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:06.748810] [INFO ] [sig       ] [2646/3591] Forecasting PYXS...
[2025-12-15T20:30:06.748838] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-15T20:30:06.748867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-15T20:30:06.761669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-15T20:30:06.762307] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-15T20:30:06.763233] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-15T20:30:06.763288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:06.763323] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:06.763351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:06.763410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:06.821935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:06.823103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:06.823204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:06.823238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:06.946181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:06.946436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:06.946495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:06.946533] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:06.951859] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-15T20:30:06.952507] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-15T20:30:06.952786] [INFO ] [sig       ] PYXS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:07.116139] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PYXS.txt
[2025-12-15T20:30:07.116299] [INFO ] [sig       ] [2646/3591] Completed PYXS in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:07.116353] [INFO ] [sig       ] [2647/3591] Forecasting PZZA...
[2025-12-15T20:30:07.116391] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-15T20:30:07.116422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-15T20:30:07.128384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-15T20:30:07.128765] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-15T20:30:07.129772] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-15T20:30:07.129834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:07.129868] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:07.129895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:07.129956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:07.194391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:07.195081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:07.195191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:07.195226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:07.317055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:07.317230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:07.317269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:07.317297] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:07.320843] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-12-15T20:30:07.321134] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-15T20:30:07.321262] [INFO ] [sig       ] PZZA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:07.462503] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/PZZA.txt
[2025-12-15T20:30:07.462674] [INFO ] [sig       ] [2647/3591] Completed PZZA in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-15T20:30:07.462718] [INFO ] [sig       ] [2648/3591] Forecasting QBTS...
[2025-12-15T20:30:07.462748] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-15T20:30:07.462776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-15T20:30:07.476059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-15T20:30:07.476482] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-15T20:30:07.477292] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-15T20:30:07.477344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:07.477376] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:07.477407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:07.477466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:07.535221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:07.536107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:07.536190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:07.536223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:07.664390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:07.664552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:07.664633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:07.664664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:07.667973] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=50.98%)
[2025-12-15T20:30:07.668257] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-15T20:30:07.668385] [INFO ] [sig       ] QBTS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:07.806500] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QBTS.txt
[2025-12-15T20:30:07.806682] [INFO ] [sig       ] [2648/3591] Completed QBTS in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-15T20:30:07.806726] [INFO ] [sig       ] [2649/3591] Forecasting QCLN...
[2025-12-15T20:30:07.806756] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-15T20:30:07.806786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-15T20:30:07.817695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-15T20:30:07.818099] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-15T20:30:07.818880] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-15T20:30:07.818931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:07.818985] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:07.819016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:07.819074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:07.874802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:07.875660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:07.875744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:07.875779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:07.993698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:07.993860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:07.993902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:07.993930] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:07.997352] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-15T20:30:07.997668] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-15T20:30:07.997800] [INFO ] [sig       ] QCLN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:08.136888] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QCLN.txt
[2025-12-15T20:30:08.137041] [INFO ] [sig       ] [2649/3591] Completed QCLN in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-15T20:30:08.137082] [INFO ] [sig       ] [2650/3591] Forecasting QCOM...
[2025-12-15T20:30:08.137112] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-15T20:30:08.137142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-15T20:30:08.151843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-15T20:30:08.152326] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-15T20:30:08.153414] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-15T20:30:08.153481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:08.153528] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:08.153568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:08.153689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:08.217601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:08.218520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:08.218633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:08.218669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:08.345605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:08.345784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:08.345842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:08.345891] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:08.350436] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2025-12-15T20:30:08.350876] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-15T20:30:08.351064] [INFO ] [sig       ] QCOM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:08.508888] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QCOM.txt
[2025-12-15T20:30:08.509107] [INFO ] [sig       ] [2650/3591] Completed QCOM in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:08.509154] [INFO ] [sig       ] [2651/3591] Forecasting QCRH...
[2025-12-15T20:30:08.509184] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-15T20:30:08.509214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-15T20:30:08.520514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-15T20:30:08.520922] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-15T20:30:08.521729] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-15T20:30:08.521781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:08.521814] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:08.521841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:08.521899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:08.577935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:08.578769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:08.578853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:08.578886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:08.699067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:08.699226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:08.699267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:08.699296] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:08.702689] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-12-15T20:30:08.702972] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-15T20:30:08.703100] [INFO ] [sig       ] QCRH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:08.852076] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QCRH.txt
[2025-12-15T20:30:08.852263] [INFO ] [sig       ] [2651/3591] Completed QCRH in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:08.852317] [INFO ] [sig       ] [2652/3591] Forecasting QD...
[2025-12-15T20:30:08.852354] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-15T20:30:08.852385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-15T20:30:08.867084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-15T20:30:08.867379] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-15T20:30:08.868153] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-15T20:30:08.868204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:08.868249] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:08.868276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:08.868332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:08.923280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:08.923963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:08.924057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:08.924092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:09.039962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:09.040116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:09.040156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:09.040186] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:09.043620] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-12-15T20:30:09.043891] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-15T20:30:09.044015] [INFO ] [sig       ] QD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:09.179747] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QD.txt
[2025-12-15T20:30:09.179877] [INFO ] [sig       ] [2652/3591] Completed QD in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:09.179916] [INFO ] [sig       ] [2653/3591] Forecasting QDEL...
[2025-12-15T20:30:09.179946] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-15T20:30:09.179975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-15T20:30:09.191315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-15T20:30:09.191716] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-15T20:30:09.192495] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-15T20:30:09.192546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:09.192607] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:09.192639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:09.192695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:09.248877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:09.249512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:09.249607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:09.249641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:09.363431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:09.363554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:09.363610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:09.363643] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:09.366855] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-12-15T20:30:09.367121] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-15T20:30:09.367238] [INFO ] [sig       ] QDEL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:09.504508] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QDEL.txt
[2025-12-15T20:30:09.504634] [INFO ] [sig       ] [2653/3591] Completed QDEL in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:09.504675] [INFO ] [sig       ] [2654/3591] Forecasting QFIN...
[2025-12-15T20:30:09.504704] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-15T20:30:09.504733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-15T20:30:09.517259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-15T20:30:09.517712] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-15T20:30:09.518515] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-15T20:30:09.518567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:09.518649] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:09.518678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:09.518735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:09.577961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:09.578848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:09.578935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:09.578989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:09.709326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:09.709497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:09.709537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:09.709564] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:09.713251] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=20.89%)
[2025-12-15T20:30:09.713620] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-15T20:30:09.713793] [INFO ] [sig       ] QFIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:09.874325] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QFIN.txt
[2025-12-15T20:30:09.874478] [INFO ] [sig       ] [2654/3591] Completed QFIN in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:09.874520] [INFO ] [sig       ] [2655/3591] Forecasting QGEN...
[2025-12-15T20:30:09.874552] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-15T20:30:09.874603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-15T20:30:09.887380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-15T20:30:09.888027] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-15T20:30:09.889182] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-15T20:30:09.889236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:09.889270] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:09.889297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:09.889357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:09.951978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:09.953021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:09.953123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:09.953159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:10.075655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:10.075819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:10.075862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:10.075891] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:10.079325] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-15T20:30:10.079632] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-15T20:30:10.079759] [INFO ] [sig       ] QGEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:10.219402] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QGEN.txt
[2025-12-15T20:30:10.219535] [INFO ] [sig       ] [2655/3591] Completed QGEN in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:10.219591] [INFO ] [sig       ] [2656/3591] Forecasting QLYS...
[2025-12-15T20:30:10.219629] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-15T20:30:10.219659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-15T20:30:10.231120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-15T20:30:10.231419] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-15T20:30:10.232216] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-15T20:30:10.232267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:10.232298] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:10.232323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:10.232379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:10.289446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:10.290053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:10.290130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:10.290161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:10.409030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:10.409185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:10.409223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:10.409252] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:10.412651] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2025-12-15T20:30:10.412922] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-15T20:30:10.413043] [INFO ] [sig       ] QLYS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:10.551259] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QLYS.txt
[2025-12-15T20:30:10.551385] [INFO ] [sig       ] [2656/3591] Completed QLYS in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:10.551425] [INFO ] [sig       ] [2657/3591] Forecasting QMCO...
[2025-12-15T20:30:10.551456] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-15T20:30:10.551501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-15T20:30:10.563082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-15T20:30:10.563406] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-15T20:30:10.564196] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-15T20:30:10.564248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:10.564280] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:10.564308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:10.564364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:10.620063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:10.620688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:10.620767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:10.620800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:10.742030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:10.742187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:10.742226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:10.742288] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:10.745731] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-15T20:30:10.746003] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-15T20:30:10.746125] [INFO ] [sig       ] QMCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:10.890559] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QMCO.txt
[2025-12-15T20:30:10.890710] [INFO ] [sig       ] [2657/3591] Completed QMCO in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:10.890750] [INFO ] [sig       ] [2658/3591] Forecasting QMOM...
[2025-12-15T20:30:10.890780] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-15T20:30:10.890810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-15T20:30:10.901927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-15T20:30:10.902246] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-15T20:30:10.903005] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-15T20:30:10.903056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:10.903088] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:10.903114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:10.903170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:10.959328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:10.960021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:10.960111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:10.960145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:11.077750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:11.077910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:11.077950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:11.077982] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:11.081895] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=68.03%)
[2025-12-15T20:30:11.082179] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-15T20:30:11.082306] [INFO ] [sig       ] QMOM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:11.221557] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QMOM.txt
[2025-12-15T20:30:11.221704] [INFO ] [sig       ] [2658/3591] Completed QMOM in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:11.221744] [INFO ] [sig       ] [2659/3591] Forecasting QNCX...
[2025-12-15T20:30:11.221774] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-15T20:30:11.221803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-15T20:30:11.232870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-15T20:30:11.233236] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-15T20:30:11.234010] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-15T20:30:11.234061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:11.234091] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:11.234117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:11.234173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:11.291029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:11.291743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:11.291823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:11.291856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:11.410375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:11.410530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:11.410588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:11.410640] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:11.413888] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-15T20:30:11.414155] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-15T20:30:11.414273] [INFO ] [sig       ] QNCX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:11.550066] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QNCX.txt
[2025-12-15T20:30:11.550219] [INFO ] [sig       ] [2659/3591] Completed QNCX in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:11.550261] [INFO ] [sig       ] [2660/3591] Forecasting QNTM...
[2025-12-15T20:30:11.550291] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-15T20:30:11.550321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-15T20:30:11.561595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-15T20:30:11.561944] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-15T20:30:11.562813] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-15T20:30:11.562867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:11.562899] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:11.562926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:11.562984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:11.618614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:11.619484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:11.619568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:11.619620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:11.740606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:11.740773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:11.740814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:11.740844] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:11.744225] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-12-15T20:30:11.744516] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-15T20:30:11.744665] [INFO ] [sig       ] QNTM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:11.880589] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QNTM.txt
[2025-12-15T20:30:11.880748] [INFO ] [sig       ] [2660/3591] Completed QNTM in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:11.880791] [INFO ] [sig       ] [2661/3591] Forecasting QQMG...
[2025-12-15T20:30:11.880821] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-15T20:30:11.880856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-15T20:30:11.891639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-15T20:30:11.891993] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-15T20:30:11.892781] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-15T20:30:11.892833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:11.892865] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:11.892891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:11.892949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:11.948898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:11.949518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:11.949645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:11.949681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:12.063244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:12.063367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:12.063405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:12.063434] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:12.066753] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2025-12-15T20:30:12.067014] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-15T20:30:12.067131] [INFO ] [sig       ] QQMG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:12.204015] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QQMG.txt
[2025-12-15T20:30:12.204126] [INFO ] [sig       ] [2661/3591] Completed QQMG in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:12.204166] [INFO ] [sig       ] [2662/3591] Forecasting QQQ...
[2025-12-15T20:30:12.204195] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-15T20:30:12.204224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-15T20:30:12.214701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-15T20:30:12.215010] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-15T20:30:12.215763] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-15T20:30:12.215813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:12.215844] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:12.215870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:12.215925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:12.274827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:12.275475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:12.275563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:12.275613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:12.398799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:12.398916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:12.398953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:12.398993] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:12.402396] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-15T20:30:12.402682] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-15T20:30:12.402801] [INFO ] [sig       ] QQQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:12.543079] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QQQ.txt
[2025-12-15T20:30:12.543212] [INFO ] [sig       ] [2662/3591] Completed QQQ in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:12.543252] [INFO ] [sig       ] [2663/3591] Forecasting QQQE...
[2025-12-15T20:30:12.543283] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-15T20:30:12.543312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-15T20:30:12.554558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-15T20:30:12.555003] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-15T20:30:12.555808] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-15T20:30:12.555859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:12.555890] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:12.555945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:12.556004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:12.611983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:12.612829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:12.612909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:12.612941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:12.729893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:12.730052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:12.730090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:12.730118] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:12.733456] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=25.46%)
[2025-12-15T20:30:12.733748] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-15T20:30:12.733872] [INFO ] [sig       ] QQQE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:12.872244] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QQQE.txt
[2025-12-15T20:30:12.872403] [INFO ] [sig       ] [2663/3591] Completed QQQE in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:12.872448] [INFO ] [sig       ] [2664/3591] Forecasting QQQI...
[2025-12-15T20:30:12.872477] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-15T20:30:12.872508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-15T20:30:12.884314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-15T20:30:12.884703] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-15T20:30:12.885445] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-15T20:30:12.885495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:12.885526] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:12.885553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:12.885635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:12.941013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:12.941637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:12.941738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:12.941771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:13.055127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:13.055279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:13.055319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:13.055347] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:13.058638] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-15T20:30:13.058914] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-15T20:30:13.059065] [INFO ] [sig       ] QQQI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:13.196245] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QQQI.txt
[2025-12-15T20:30:13.197285] [INFO ] [sig       ] [2664/3591] Completed QQQI in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:13.197335] [INFO ] [sig       ] [2665/3591] Forecasting QQQJ...
[2025-12-15T20:30:13.197365] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-15T20:30:13.197396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-15T20:30:13.208266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-15T20:30:13.208694] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-15T20:30:13.209478] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-15T20:30:13.209528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:13.209559] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:13.209604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:13.209661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:13.265016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:13.265858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:13.265939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:13.265971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:13.385599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:13.385754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:13.385794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:13.385823] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:13.389140] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-12-15T20:30:13.389405] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-15T20:30:13.389532] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:13.532407] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QQQJ.txt
[2025-12-15T20:30:13.532565] [INFO ] [sig       ] [2665/3591] Completed QQQJ in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-15T20:30:13.532633] [INFO ] [sig       ] [2666/3591] Forecasting QQQM...
[2025-12-15T20:30:13.532670] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-15T20:30:13.532709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-15T20:30:13.544609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-15T20:30:13.544945] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-15T20:30:13.545703] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-15T20:30:13.545753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:13.545784] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:13.545810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:13.545867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:13.604171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:13.605045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:13.605128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:13.605162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:13.731174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:13.731311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:13.731351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:13.731379] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:13.734905] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-15T20:30:13.735200] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-15T20:30:13.735328] [INFO ] [sig       ] QQQM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:13.880167] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QQQM.txt
[2025-12-15T20:30:13.880313] [INFO ] [sig       ] [2666/3591] Completed QQQM in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-15T20:30:13.880353] [INFO ] [sig       ] [2667/3591] Forecasting QQQX...
[2025-12-15T20:30:13.880390] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-15T20:30:13.880420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-15T20:30:13.892857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-15T20:30:13.893233] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-15T20:30:13.894016] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-15T20:30:13.894068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:13.894100] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:13.894127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:13.894182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:13.949840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:13.950672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:13.950753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:13.950785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:14.068241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:14.068392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:14.068431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:14.068461] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:14.071763] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-15T20:30:14.072026] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-15T20:30:14.072144] [INFO ] [sig       ] QQQX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:14.213181] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QQQX.txt
[2025-12-15T20:30:14.213331] [INFO ] [sig       ] [2667/3591] Completed QQQX in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-15T20:30:14.213372] [INFO ] [sig       ] [2668/3591] Forecasting QQQY...
[2025-12-15T20:30:14.213401] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-15T20:30:14.213432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-15T20:30:14.223911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-15T20:30:14.224233] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-15T20:30:14.224993] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-15T20:30:14.225044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:14.225074] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:14.225100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:14.225156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:14.280709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:14.281334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:14.281410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:14.281441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:14.397107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:14.397229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:14.397265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:14.397293] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:14.400493] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-15T20:30:14.400773] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-15T20:30:14.400892] [INFO ] [sig       ] QQQY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:14.538921] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QQQY.txt
[2025-12-15T20:30:14.539049] [INFO ] [sig       ] [2668/3591] Completed QQQY in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:14.539089] [INFO ] [sig       ] [2669/3591] Forecasting QRHC...
[2025-12-15T20:30:14.539118] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-15T20:30:14.539148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-15T20:30:14.550127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-15T20:30:14.550451] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-15T20:30:14.551221] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-15T20:30:14.551272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:14.551303] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:14.551330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:14.551386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:14.607629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:14.608237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:14.608314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:14.608346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:14.726360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:14.726529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:14.726599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:14.726632] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:14.730310] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=32.79%)
[2025-12-15T20:30:14.730722] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-15T20:30:14.730871] [INFO ] [sig       ] QRHC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:14.871941] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QRHC.txt
[2025-12-15T20:30:14.872114] [INFO ] [sig       ] [2669/3591] Completed QRHC in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:14.872155] [INFO ] [sig       ] [2670/3591] Forecasting QRVO...
[2025-12-15T20:30:14.872185] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-15T20:30:14.872214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-15T20:30:14.883832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-15T20:30:14.884291] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-15T20:30:14.885283] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-15T20:30:14.885343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:14.885376] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:14.885402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:14.885461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:14.942299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:14.943198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:14.943283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:14.943315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:15.059234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:15.059398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:15.059438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:15.059487] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:15.062825] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-15T20:30:15.063097] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-15T20:30:15.063220] [INFO ] [sig       ] QRVO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:15.202743] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QRVO.txt
[2025-12-15T20:30:15.202889] [INFO ] [sig       ] [2670/3591] Completed QRVO in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:15.202931] [INFO ] [sig       ] [2671/3591] Forecasting QS...
[2025-12-15T20:30:15.202963] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-15T20:30:15.202993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-15T20:30:15.217343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-15T20:30:15.217767] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-15T20:30:15.218624] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-15T20:30:15.218688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:15.218748] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:15.218776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:15.218832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:15.275984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:15.276819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:15.276925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:15.276960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:15.397453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:15.397634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:15.397682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:15.397717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:15.401043] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-15T20:30:15.401315] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-15T20:30:15.401441] [INFO ] [sig       ] QS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:15.541631] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QS.txt
[2025-12-15T20:30:15.541808] [INFO ] [sig       ] [2671/3591] Completed QS in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:15.541860] [INFO ] [sig       ] [2672/3591] Forecasting QSI...
[2025-12-15T20:30:15.541892] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-15T20:30:15.541922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-15T20:30:15.553287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-15T20:30:15.553664] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-15T20:30:15.554404] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-15T20:30:15.554454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:15.554486] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:15.554511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:15.554588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:15.610178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:15.610875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:15.610951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:15.610982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:15.730257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:15.730409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:15.730447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:15.730475] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:15.733768] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-12-15T20:30:15.734034] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-15T20:30:15.734155] [INFO ] [sig       ] QSI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:15.877296] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QSI.txt
[2025-12-15T20:30:15.877431] [INFO ] [sig       ] [2672/3591] Completed QSI in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:15.877471] [INFO ] [sig       ] [2673/3591] Forecasting QTEC...
[2025-12-15T20:30:15.877500] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-15T20:30:15.877540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-15T20:30:15.889162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-15T20:30:15.889534] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-15T20:30:15.890318] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-15T20:30:15.890371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:15.890403] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:15.890429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:15.890484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:15.945087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:15.945702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:15.945779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:15.945811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:16.065407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:16.065543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:16.065599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:16.065630] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:16.068901] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2025-12-15T20:30:16.069198] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-15T20:30:16.069322] [INFO ] [sig       ] QTEC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:16.209138] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QTEC.txt
[2025-12-15T20:30:16.209283] [INFO ] [sig       ] [2673/3591] Completed QTEC in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:16.209326] [INFO ] [sig       ] [2674/3591] Forecasting QTRX...
[2025-12-15T20:30:16.209357] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-15T20:30:16.209390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-15T20:30:16.221209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-15T20:30:16.221624] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-15T20:30:16.222448] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-15T20:30:16.222500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:16.222531] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:16.222557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:16.222649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:16.279863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:16.280700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:16.280800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:16.280835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:16.408388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:16.408557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:16.408628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:16.408699] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:16.412693] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-15T20:30:16.412994] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-15T20:30:16.413129] [INFO ] [sig       ] QTRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:16.556104] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QTRX.txt
[2025-12-15T20:30:16.556246] [INFO ] [sig       ] [2674/3591] Completed QTRX in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:16.556284] [INFO ] [sig       ] [2675/3591] Forecasting QTTB...
[2025-12-15T20:30:16.556315] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-15T20:30:16.556345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-15T20:30:16.567978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-15T20:30:16.568351] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-15T20:30:16.569224] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-15T20:30:16.569277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:16.569308] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:16.569335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:16.569390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:16.625098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:16.625735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:16.625812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:16.625844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:16.745723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:16.745868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:16.745906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:16.745935] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:16.749234] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=21.86%)
[2025-12-15T20:30:16.749499] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-15T20:30:16.749634] [INFO ] [sig       ] QTTB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:16.885757] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QTTB.txt
[2025-12-15T20:30:16.885876] [INFO ] [sig       ] [2675/3591] Completed QTTB in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:16.885915] [INFO ] [sig       ] [2676/3591] Forecasting QTUM...
[2025-12-15T20:30:16.885944] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-15T20:30:16.885973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-15T20:30:16.896782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-15T20:30:16.897103] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-15T20:30:16.897888] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-15T20:30:16.897953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:16.897993] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:16.898020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:16.898076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:16.952389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:16.952998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:16.953075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:16.953106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:17.069125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:17.069268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:17.069307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:17.069336] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:17.072600] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-15T20:30:17.072862] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-15T20:30:17.072979] [INFO ] [sig       ] QTUM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:17.209431] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QTUM.txt
[2025-12-15T20:30:17.209545] [INFO ] [sig       ] [2676/3591] Completed QTUM in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:17.209610] [INFO ] [sig       ] [2677/3591] Forecasting QTWO...
[2025-12-15T20:30:17.209648] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-15T20:30:17.209685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-15T20:30:17.220348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-15T20:30:17.220690] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-15T20:30:17.221479] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-15T20:30:17.221531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:17.221563] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:17.221616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:17.221676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:17.278504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:17.279191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:17.279269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:17.279302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:17.402718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:17.402849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:17.402891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:17.402919] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:17.406350] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-15T20:30:17.406639] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-15T20:30:17.406765] [INFO ] [sig       ] QTWO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:17.550652] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QTWO.txt
[2025-12-15T20:30:17.550834] [INFO ] [sig       ] [2677/3591] Completed QTWO in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:17.550877] [INFO ] [sig       ] [2678/3591] Forecasting QUAD...
[2025-12-15T20:30:17.550906] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-15T20:30:17.550936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-15T20:30:17.561771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-15T20:30:17.562169] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-15T20:30:17.563022] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-15T20:30:17.563076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:17.563109] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:17.563135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:17.563193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:17.619656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:17.620482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:17.620562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:17.620614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:17.741481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:17.741648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:17.741689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:17.741717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:17.744948] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=58.35%)
[2025-12-15T20:30:17.745210] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-15T20:30:17.745330] [INFO ] [sig       ] QUAD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:17.887540] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QUAD.txt
[2025-12-15T20:30:17.887739] [INFO ] [sig       ] [2678/3591] Completed QUAD in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:17.887794] [INFO ] [sig       ] [2679/3591] Forecasting QUIK...
[2025-12-15T20:30:17.887827] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-15T20:30:17.887856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-15T20:30:17.898540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-15T20:30:17.898914] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-15T20:30:17.899803] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-15T20:30:17.899855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:17.899886] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:17.899913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:17.899969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:17.955635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:17.956228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:17.956303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:17.956335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:18.074646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:18.074778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:18.074814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:18.074842] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:18.078023] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=83.61%)
[2025-12-15T20:30:18.078285] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-15T20:30:18.078404] [INFO ] [sig       ] QUIK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:18.216202] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QUIK.txt
[2025-12-15T20:30:18.216318] [INFO ] [sig       ] [2679/3591] Completed QUIK in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:18.216358] [INFO ] [sig       ] [2680/3591] Forecasting QURE...
[2025-12-15T20:30:18.216387] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-15T20:30:18.216416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-15T20:30:18.228164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-15T20:30:18.228492] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-15T20:30:18.229355] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-15T20:30:18.229407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:18.229438] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:18.229464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:18.229520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:18.287067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:18.287739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:18.287828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:18.287861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:18.409914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:18.410044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:18.410085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:18.410113] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:18.413466] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2025-12-15T20:30:18.413750] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-15T20:30:18.413869] [INFO ] [sig       ] QURE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:18.551970] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QURE.txt
[2025-12-15T20:30:18.552092] [INFO ] [sig       ] [2680/3591] Completed QURE in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:18.552131] [INFO ] [sig       ] [2681/3591] Forecasting QVAL...
[2025-12-15T20:30:18.552160] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-15T20:30:18.552190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-15T20:30:18.562896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-15T20:30:18.563245] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-15T20:30:18.564023] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-15T20:30:18.564074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:18.564106] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:18.564133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:18.564190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:18.619686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:18.620349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:18.620452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:18.620487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:18.743852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:18.743974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:18.744013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:18.744040] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:18.747331] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-15T20:30:18.747633] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-15T20:30:18.747755] [INFO ] [sig       ] QVAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:18.885824] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QVAL.txt
[2025-12-15T20:30:18.885970] [INFO ] [sig       ] [2681/3591] Completed QVAL in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:18.886011] [INFO ] [sig       ] [2682/3591] Forecasting QVCC...
[2025-12-15T20:30:18.886041] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-15T20:30:18.886070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-15T20:30:18.896258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-15T20:30:18.896600] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-15T20:30:18.897350] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-15T20:30:18.897401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:18.897432] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:18.897458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:18.897513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:18.952470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:18.953080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:18.953155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:18.953186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:19.069554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:19.069712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:19.069758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:19.069792] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:19.073053] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-12-15T20:30:19.073318] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-15T20:30:19.073436] [INFO ] [sig       ] QVCC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:19.211974] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QVCC.txt
[2025-12-15T20:30:19.212102] [INFO ] [sig       ] [2682/3591] Completed QVCC in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:19.212142] [INFO ] [sig       ] [2683/3591] Forecasting QYLD...
[2025-12-15T20:30:19.212172] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-15T20:30:19.212203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-15T20:30:19.223613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-15T20:30:19.223968] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-15T20:30:19.224782] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-15T20:30:19.224834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:19.224868] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:19.224894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:19.224951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:19.280556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:19.281187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:19.281264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:19.281296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:19.402857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:19.403080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:19.403121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:19.403148] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:19.406707] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-15T20:30:19.407003] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-15T20:30:19.407134] [INFO ] [sig       ] QYLD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:19.554227] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/QYLD.txt
[2025-12-15T20:30:19.554387] [INFO ] [sig       ] [2683/3591] Completed QYLD in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-15T20:30:19.554430] [INFO ] [sig       ] [2684/3591] Forecasting QYLG...
[2025-12-15T20:30:19.554459] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-15T20:30:19.554488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-15T20:30:19.565946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-15T20:30:19.566375] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-15T20:30:19.567187] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-15T20:30:19.567240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:19.567274] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:19.567302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:19.567360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:19.626210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:19.627368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:19.627463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:19.627514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:19.754109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:19.754267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:19.754315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:19.754348] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:19.757862] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=14.86%)
[2025-12-15T20:30:19.758139] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-15T20:30:19.758265] [INFO ] [sig       ] QYLG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:19.903310] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/QYLG.txt
[2025-12-15T20:30:19.903510] [INFO ] [sig       ] [2684/3591] Completed QYLG in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-15T20:30:19.903553] [INFO ] [sig       ] [2685/3591] Forecasting RA...
[2025-12-15T20:30:19.903604] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-15T20:30:19.903643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-15T20:30:19.916670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-15T20:30:19.917042] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-15T20:30:19.918081] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-15T20:30:19.918143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:19.918181] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:19.918208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:19.918265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:19.977482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:19.978246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:19.978330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:19.978363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:20.098527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:20.098700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:20.098741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:20.098771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:20.102180] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-12-15T20:30:20.102472] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-15T20:30:20.102623] [INFO ] [sig       ] RA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:20.242697] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RA.txt
[2025-12-15T20:30:20.242857] [INFO ] [sig       ] [2685/3591] Completed RA in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:20.242899] [INFO ] [sig       ] [2686/3591] Forecasting RACE...
[2025-12-15T20:30:20.242927] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-15T20:30:20.242957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-15T20:30:20.254285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-15T20:30:20.254722] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-15T20:30:20.255540] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-15T20:30:20.255612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:20.255645] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:20.255672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:20.255730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:20.313487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:20.314170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:20.314256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:20.314292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:20.441365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:20.441514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:20.441554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:20.441602] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:20.445303] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=69.16%)
[2025-12-15T20:30:20.445627] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-15T20:30:20.445760] [INFO ] [sig       ] RACE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:20.590082] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RACE.txt
[2025-12-15T20:30:20.590228] [INFO ] [sig       ] [2686/3591] Completed RACE in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:20.590272] [INFO ] [sig       ] [2687/3591] Forecasting RAIL...
[2025-12-15T20:30:20.590303] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-15T20:30:20.590333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-15T20:30:20.601192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-15T20:30:20.601543] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-15T20:30:20.602338] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-15T20:30:20.602405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:20.602438] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:20.602464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:20.602521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:20.660620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:20.661336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:20.661416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:20.661448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:20.791199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:20.791351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:20.791393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:20.791422] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:20.795032] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-15T20:30:20.795314] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-15T20:30:20.795447] [INFO ] [sig       ] RAIL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:20.936108] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RAIL.txt
[2025-12-15T20:30:20.936248] [INFO ] [sig       ] [2687/3591] Completed RAIL in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:20.936289] [INFO ] [sig       ] [2688/3591] Forecasting RAMP...
[2025-12-15T20:30:20.936318] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-15T20:30:20.936347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-15T20:30:20.946992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-15T20:30:20.947356] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-15T20:30:20.948165] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-15T20:30:20.948218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:20.948279] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:20.948308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:20.948366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:21.007356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:21.008078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:21.008175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:21.008208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:21.129997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:21.130171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:21.130224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:21.130256] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:21.133897] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-12-15T20:30:21.134232] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-15T20:30:21.134369] [INFO ] [sig       ] RAMP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:21.278347] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RAMP.txt
[2025-12-15T20:30:21.278493] [INFO ] [sig       ] [2688/3591] Completed RAMP in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:21.278534] [INFO ] [sig       ] [2689/3591] Forecasting RAPP...
[2025-12-15T20:30:21.278565] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-15T20:30:21.278616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-15T20:30:21.289257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-15T20:30:21.289658] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-15T20:30:21.290431] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-15T20:30:21.290483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:21.290514] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:21.290539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:21.290617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:21.348902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:21.349704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:21.349788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:21.349821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:21.469960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:21.470119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:21.470159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:21.470188] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:21.473605] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-15T20:30:21.473873] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-15T20:30:21.473994] [INFO ] [sig       ] RAPP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:21.616521] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RAPP.txt
[2025-12-15T20:30:21.616723] [INFO ] [sig       ] [2689/3591] Completed RAPP in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:21.616784] [INFO ] [sig       ] [2690/3591] Forecasting RARE...
[2025-12-15T20:30:21.616829] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-15T20:30:21.616878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-15T20:30:21.628951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-15T20:30:21.629330] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-15T20:30:21.630123] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-15T20:30:21.630174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:21.630207] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:21.630234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:21.630290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:21.684925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:21.685540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:21.685634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:21.685667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:21.802281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:21.802400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:21.802435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:21.802463] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:21.805592] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-12-15T20:30:21.805858] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-15T20:30:21.805977] [INFO ] [sig       ] RARE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:21.942030] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RARE.txt
[2025-12-15T20:30:21.942157] [INFO ] [sig       ] [2690/3591] Completed RARE in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:21.942203] [INFO ] [sig       ] [2691/3591] Forecasting RAVE...
[2025-12-15T20:30:21.942233] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-15T20:30:21.942263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-15T20:30:21.952621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-15T20:30:21.953030] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-15T20:30:21.953809] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-15T20:30:21.953859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:21.953889] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:21.953916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:21.953972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:22.017890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:22.018786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:22.018872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:22.018906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:22.130910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:22.131082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:22.131129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:22.131190] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:22.134641] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=25.39%)
[2025-12-15T20:30:22.134910] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-15T20:30:22.135030] [INFO ] [sig       ] RAVE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:22.271290] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RAVE.txt
[2025-12-15T20:30:22.271419] [INFO ] [sig       ] [2691/3591] Completed RAVE in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:22.271458] [INFO ] [sig       ] [2692/3591] Forecasting RAY...
[2025-12-15T20:30:22.271487] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-15T20:30:22.271517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-15T20:30:22.283499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-15T20:30:22.283971] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-15T20:30:22.284819] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-15T20:30:22.284874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:22.284908] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:22.284936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:22.284994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:22.340862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:22.341775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:22.341865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:22.341898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:22.453714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:22.453893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:22.453932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:22.453961] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:22.457310] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-15T20:30:22.457630] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-15T20:30:22.457759] [INFO ] [sig       ] RAY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:22.596516] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RAY.txt
[2025-12-15T20:30:22.596668] [INFO ] [sig       ] [2692/3591] Completed RAY in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:22.596718] [INFO ] [sig       ] [2693/3591] Forecasting RBA...
[2025-12-15T20:30:22.596755] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-15T20:30:22.596791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-15T20:30:22.607116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-15T20:30:22.607436] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-15T20:30:22.608208] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-15T20:30:22.608259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:22.608289] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:22.608321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:22.608383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:22.664326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:22.664967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:22.665040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:22.665073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:22.784008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:22.784179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:22.784226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:22.784255] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:22.787848] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=85.48%)
[2025-12-15T20:30:22.788133] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-15T20:30:22.788260] [INFO ] [sig       ] RBA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:22.926489] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RBA.txt
[2025-12-15T20:30:22.926631] [INFO ] [sig       ] [2693/3591] Completed RBA in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:22.926674] [INFO ] [sig       ] [2694/3591] Forecasting RBB...
[2025-12-15T20:30:22.926704] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-15T20:30:22.926733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-15T20:30:22.937147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-15T20:30:22.937463] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-15T20:30:22.938236] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-15T20:30:22.938287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:22.938317] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:22.938343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:22.938398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:22.993662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:22.994280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:22.994356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:22.994388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:23.114982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:23.115143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:23.115204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:23.115235] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:23.118917] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=50.03%)
[2025-12-15T20:30:23.119254] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-15T20:30:23.119391] [INFO ] [sig       ] RBB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:23.272541] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RBB.txt
[2025-12-15T20:30:23.272724] [INFO ] [sig       ] [2694/3591] Completed RBB in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:23.272765] [INFO ] [sig       ] [2695/3591] Forecasting RBBN...
[2025-12-15T20:30:23.272799] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-15T20:30:23.272831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-15T20:30:23.284002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-15T20:30:23.284341] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-15T20:30:23.285184] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-15T20:30:23.285237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:23.285271] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:23.285298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:23.285354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:23.341943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:23.342800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:23.342882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:23.342916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:23.465745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:23.465908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:23.465949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:23.465977] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:23.469417] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=24.87%)
[2025-12-15T20:30:23.469771] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-15T20:30:23.469929] [INFO ] [sig       ] RBBN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:23.607601] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RBBN.txt
[2025-12-15T20:30:23.607763] [INFO ] [sig       ] [2695/3591] Completed RBBN in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:23.607805] [INFO ] [sig       ] [2696/3591] Forecasting RBC...
[2025-12-15T20:30:23.607834] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-15T20:30:23.607863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-15T20:30:23.619320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-15T20:30:23.619722] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-15T20:30:23.620478] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-15T20:30:23.620529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:23.620561] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:23.620612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:23.620670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:23.675561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:23.676271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:23.676352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:23.676385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:23.797334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:23.797488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:23.797530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:23.797560] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:23.801018] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=19.52%)
[2025-12-15T20:30:23.801301] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-15T20:30:23.801425] [INFO ] [sig       ] RBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:23.939828] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RBC.txt
[2025-12-15T20:30:23.939966] [INFO ] [sig       ] [2696/3591] Completed RBC in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:23.940006] [INFO ] [sig       ] [2697/3591] Forecasting RBCAA...
[2025-12-15T20:30:23.940037] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-15T20:30:23.940066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-15T20:30:23.954090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-15T20:30:23.954607] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-15T20:30:23.955711] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-15T20:30:23.955776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:23.955826] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:23.955866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:23.955951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:24.015957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:24.016838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:24.016926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:24.016959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:24.129885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:24.130041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:24.130080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:24.130107] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:24.133460] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-12-15T20:30:24.133764] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-15T20:30:24.133891] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:24.274539] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RBCAA.txt
[2025-12-15T20:30:24.274715] [INFO ] [sig       ] [2697/3591] Completed RBCAA in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:24.274757] [INFO ] [sig       ] [2698/3591] Forecasting RBLX...
[2025-12-15T20:30:24.274793] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-15T20:30:24.274830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-15T20:30:24.286469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-15T20:30:24.286954] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-15T20:30:24.287810] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-15T20:30:24.287862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:24.287909] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:24.287939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:24.287997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:24.345115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:24.345947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:24.346060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:24.346095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:24.470981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:24.471154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:24.471194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:24.471222] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:24.474798] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=82.94%)
[2025-12-15T20:30:24.475070] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-15T20:30:24.475193] [INFO ] [sig       ] RBLX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:24.613765] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RBLX.txt
[2025-12-15T20:30:24.613901] [INFO ] [sig       ] [2698/3591] Completed RBLX in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:24.613942] [INFO ] [sig       ] [2699/3591] Forecasting RC...
[2025-12-15T20:30:24.613972] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-15T20:30:24.614001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-15T20:30:24.625081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-15T20:30:24.625442] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-15T20:30:24.626243] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-15T20:30:24.626295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:24.626326] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:24.626353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:24.626409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:24.688387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:24.689235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:24.689318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:24.689350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:24.812508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:24.812683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:24.812725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:24.812754] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:24.816193] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-15T20:30:24.816463] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-15T20:30:24.816605] [INFO ] [sig       ] RC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:24.954780] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RC.txt
[2025-12-15T20:30:24.954931] [INFO ] [sig       ] [2699/3591] Completed RC in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:24.954975] [INFO ] [sig       ] [2700/3591] Forecasting RCEL...
[2025-12-15T20:30:24.955005] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-15T20:30:24.955035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-15T20:30:24.966692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-15T20:30:24.967041] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-15T20:30:24.967809] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-15T20:30:24.967860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:24.967891] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:24.967917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:24.967972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:25.022770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:25.023347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:25.023422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:25.023453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:25.144215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:25.144365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:25.144405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:25.144432] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:25.147864] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-12-15T20:30:25.148280] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-15T20:30:25.148399] [INFO ] [sig       ] RCEL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:25.285397] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RCEL.txt
[2025-12-15T20:30:25.285508] [INFO ] [sig       ] [2700/3591] Completed RCEL in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:25.285546] [INFO ] [sig       ] [2701/3591] Forecasting RCI...
[2025-12-15T20:30:25.285591] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-15T20:30:25.285622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-15T20:30:25.296371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-15T20:30:25.296706] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-15T20:30:25.297441] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-15T20:30:25.297492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:25.297524] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:25.297550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:25.297629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:25.352803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:25.353367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:25.353441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:25.353472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:25.473541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:25.473665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:25.473702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:25.473730] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:25.476782] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-12-15T20:30:25.477041] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-15T20:30:25.477158] [INFO ] [sig       ] RCI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:25.614342] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RCI.txt
[2025-12-15T20:30:25.614479] [INFO ] [sig       ] [2701/3591] Completed RCI in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-15T20:30:25.614520] [INFO ] [sig       ] [2702/3591] Forecasting RCKY...
[2025-12-15T20:30:25.614556] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-15T20:30:25.614604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-15T20:30:25.624670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-15T20:30:25.624990] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-15T20:30:25.625748] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-15T20:30:25.625799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:25.625830] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:25.625857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:25.625913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:25.681698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:25.682267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:25.682342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:25.682374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:25.801987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:25.802104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:25.802140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:25.802168] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:25.805336] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-15T20:30:25.805613] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-15T20:30:25.805733] [INFO ] [sig       ] RCKY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:25.941771] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RCKY.txt
[2025-12-15T20:30:25.941887] [INFO ] [sig       ] [2702/3591] Completed RCKY in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-15T20:30:25.941925] [INFO ] [sig       ] [2703/3591] Forecasting RCL...
[2025-12-15T20:30:25.941954] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-15T20:30:25.941983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-15T20:30:25.952604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-15T20:30:25.952937] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-15T20:30:25.953698] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-15T20:30:25.953749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:25.953780] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:25.953807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:25.953871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:26.011833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:26.012555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:26.012651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:26.012685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:26.128827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:26.128985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:26.129027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:26.129054] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:26.132386] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-15T20:30:26.132676] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-15T20:30:26.132807] [INFO ] [sig       ] RCL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:26.270099] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RCL.txt
[2025-12-15T20:30:26.270230] [INFO ] [sig       ] [2703/3591] Completed RCL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:26.270270] [INFO ] [sig       ] [2704/3591] Forecasting RCS...
[2025-12-15T20:30:26.270299] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-15T20:30:26.270328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-15T20:30:26.280984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-15T20:30:26.281304] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-15T20:30:26.282066] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-15T20:30:26.282117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:26.282148] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:26.282174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:26.282242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:26.337210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:26.337905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:26.337983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:26.338015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:26.451444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:26.451610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:26.451650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:26.451679] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:26.454948] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-15T20:30:26.455212] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-15T20:30:26.455330] [INFO ] [sig       ] RCS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:26.591166] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RCS.txt
[2025-12-15T20:30:26.591276] [INFO ] [sig       ] [2704/3591] Completed RCS in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:26.591315] [INFO ] [sig       ] [2705/3591] Forecasting RCUS...
[2025-12-15T20:30:26.591344] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-15T20:30:26.591373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-15T20:30:26.602098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-15T20:30:26.602403] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-15T20:30:26.603162] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-15T20:30:26.603212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:26.603269] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:26.603297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:26.603353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:26.659096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:26.660009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:26.660092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:26.660127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:26.780438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:26.780616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:26.780660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:26.780707] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:26.784142] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-15T20:30:26.784421] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-15T20:30:26.784551] [INFO ] [sig       ] RCUS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:26.929076] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RCUS.txt
[2025-12-15T20:30:26.929228] [INFO ] [sig       ] [2705/3591] Completed RCUS in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:26.929272] [INFO ] [sig       ] [2706/3591] Forecasting RDCM...
[2025-12-15T20:30:26.929300] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-15T20:30:26.929329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-15T20:30:26.941300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-15T20:30:26.941709] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-15T20:30:26.942638] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-15T20:30:26.942690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:26.942729] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:26.942769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:26.942848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:27.000839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:27.001731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:27.001840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:27.001875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:27.127872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:27.128041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:27.128084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:27.128116] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:27.131796] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=22.89%)
[2025-12-15T20:30:27.132089] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-15T20:30:27.132215] [INFO ] [sig       ] RDCM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:27.275611] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RDCM.txt
[2025-12-15T20:30:27.275766] [INFO ] [sig       ] [2706/3591] Completed RDCM in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:27.275811] [INFO ] [sig       ] [2707/3591] Forecasting RDHL...
[2025-12-15T20:30:27.275843] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-15T20:30:27.275879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-15T20:30:27.287409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-15T20:30:27.287880] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-15T20:30:27.288709] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-15T20:30:27.288763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:27.288797] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:27.288825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:27.288888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:27.346403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:27.347200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:27.347283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:27.347357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:27.464315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:27.464471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:27.464511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:27.464541] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:27.467974] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-15T20:30:27.468256] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-15T20:30:27.468383] [INFO ] [sig       ] RDHL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:27.613821] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RDHL.txt
[2025-12-15T20:30:27.613971] [INFO ] [sig       ] [2707/3591] Completed RDHL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:27.614013] [INFO ] [sig       ] [2708/3591] Forecasting RDVY...
[2025-12-15T20:30:27.614045] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-15T20:30:27.614077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-15T20:30:27.625301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-15T20:30:27.625713] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-15T20:30:27.626497] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-15T20:30:27.626550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:27.626608] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:27.626639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:27.626699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:27.688768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:27.689701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:27.689791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:27.689825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:27.811795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:27.811966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:27.812014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:27.812076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:27.815434] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=42.07%)
[2025-12-15T20:30:27.815731] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-15T20:30:27.815858] [INFO ] [sig       ] RDVY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:27.952365] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RDVY.txt
[2025-12-15T20:30:27.952512] [INFO ] [sig       ] [2708/3591] Completed RDVY in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:27.952556] [INFO ] [sig       ] [2709/3591] Forecasting RDY...
[2025-12-15T20:30:27.952607] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-15T20:30:27.952641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-15T20:30:27.964475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-15T20:30:27.964878] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-15T20:30:27.965712] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-15T20:30:27.965766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:27.965800] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:27.965846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:27.965906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:28.036765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:28.037642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:28.037725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:28.037758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:28.159405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:28.159564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:28.159623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:28.159653] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:28.162977] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=51.74%)
[2025-12-15T20:30:28.163261] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-15T20:30:28.163387] [INFO ] [sig       ] RDY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:28.313276] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RDY.txt
[2025-12-15T20:30:28.313414] [INFO ] [sig       ] [2709/3591] Completed RDY in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:28.313454] [INFO ] [sig       ] [2710/3591] Forecasting REAL...
[2025-12-15T20:30:28.313483] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-15T20:30:28.313514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-15T20:30:28.325949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-15T20:30:28.326309] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-15T20:30:28.327131] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-15T20:30:28.327185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:28.327218] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:28.327246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:28.327305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:28.385034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:28.385672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:28.385753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:28.385788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:28.514968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:28.515137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:28.515186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:28.515218] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:28.518862] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=54.04%)
[2025-12-15T20:30:28.519208] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-15T20:30:28.519342] [INFO ] [sig       ] REAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:28.660976] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/REAL.txt
[2025-12-15T20:30:28.661139] [INFO ] [sig       ] [2710/3591] Completed REAL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:28.661189] [INFO ] [sig       ] [2711/3591] Forecasting REAX...
[2025-12-15T20:30:28.661221] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-15T20:30:28.661253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-15T20:30:28.673372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-15T20:30:28.673817] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-15T20:30:28.674709] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-15T20:30:28.674763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:28.674796] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:28.674823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:28.674879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:28.731794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:28.732670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:28.732760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:28.732792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:28.850715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:28.850877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:28.850925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:28.850961] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:28.854399] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=85.21%)
[2025-12-15T20:30:28.854722] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-15T20:30:28.854855] [INFO ] [sig       ] REAX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:28.993547] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/REAX.txt
[2025-12-15T20:30:28.993737] [INFO ] [sig       ] [2711/3591] Completed REAX in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:28.993778] [INFO ] [sig       ] [2712/3591] Forecasting REBN...
[2025-12-15T20:30:28.993808] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-15T20:30:28.993838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-15T20:30:29.004519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-15T20:30:29.004939] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-15T20:30:29.005813] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-15T20:30:29.005866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:29.005897] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:29.005924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:29.005980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:29.061438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:29.062286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:29.062370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:29.062402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:29.178414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:29.178597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:29.178641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:29.178670] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:29.182428] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-15T20:30:29.182775] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-15T20:30:29.182914] [INFO ] [sig       ] REBN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:29.321295] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/REBN.txt
[2025-12-15T20:30:29.321452] [INFO ] [sig       ] [2712/3591] Completed REBN in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:29.321495] [INFO ] [sig       ] [2713/3591] Forecasting REFI...
[2025-12-15T20:30:29.321524] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-15T20:30:29.321563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-15T20:30:29.333398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-15T20:30:29.333847] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-15T20:30:29.334721] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-15T20:30:29.334775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:29.334808] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:29.334836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:29.334895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:29.391460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:29.392362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:29.392456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:29.392490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:29.516085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:29.516238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:29.516278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:29.516309] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:29.519782] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2025-12-15T20:30:29.520058] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-15T20:30:29.520182] [INFO ] [sig       ] REFI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:29.657933] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/REFI.txt
[2025-12-15T20:30:29.658069] [INFO ] [sig       ] [2713/3591] Completed REFI in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:29.658109] [INFO ] [sig       ] [2714/3591] Forecasting REG...
[2025-12-15T20:30:29.658138] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-15T20:30:29.658168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-15T20:30:29.669879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-15T20:30:29.670433] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-15T20:30:29.671419] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-15T20:30:29.671469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:29.671500] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:29.671526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:29.671599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:29.730245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:29.731158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:29.731239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:29.731272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:29.850222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:29.850371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:29.850411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:29.850439] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:29.853714] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=58.13%)
[2025-12-15T20:30:29.853978] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-15T20:30:29.854096] [INFO ] [sig       ] REG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:29.990378] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/REG.txt
[2025-12-15T20:30:29.990528] [INFO ] [sig       ] [2714/3591] Completed REG in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:29.990587] [INFO ] [sig       ] [2715/3591] Forecasting REGN...
[2025-12-15T20:30:29.990619] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-15T20:30:29.990649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-15T20:30:30.002543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-15T20:30:30.003027] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-15T20:30:30.003906] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-15T20:30:30.003964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:30.003995] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:30.004023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:30.004081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:30.061866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:30.062752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:30.062869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:30.062903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:30.183892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:30.184050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:30.184091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:30.184119] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:30.187438] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-15T20:30:30.187748] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-15T20:30:30.187875] [INFO ] [sig       ] REGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:30.324085] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/REGN.txt
[2025-12-15T20:30:30.324244] [INFO ] [sig       ] [2715/3591] Completed REGN in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:30.324284] [INFO ] [sig       ] [2716/3591] Forecasting RELL...
[2025-12-15T20:30:30.324315] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-15T20:30:30.324344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-15T20:30:30.335814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-15T20:30:30.336156] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-15T20:30:30.336926] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-15T20:30:30.336977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:30.337008] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:30.337034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:30.337089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:30.392412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:30.393039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:30.393116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:30.393147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:30.511291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:30.511448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:30.511488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:30.511516] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:30.514915] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=32.15%)
[2025-12-15T20:30:30.515203] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-15T20:30:30.515321] [INFO ] [sig       ] RELL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:30.655334] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RELL.txt
[2025-12-15T20:30:30.655476] [INFO ] [sig       ] [2716/3591] Completed RELL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:30.655516] [INFO ] [sig       ] [2717/3591] Forecasting RELX...
[2025-12-15T20:30:30.655545] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-15T20:30:30.655592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-15T20:30:30.666259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-15T20:30:30.666597] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-15T20:30:30.667332] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-15T20:30:30.667383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:30.667413] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:30.667440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:30.667495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:30.722921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:30.723517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:30.723612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:30.723647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:30.846459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:30.846632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:30.846674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:30.846705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:30.849955] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=66.46%)
[2025-12-15T20:30:30.850223] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-15T20:30:30.850343] [INFO ] [sig       ] RELX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:30.985633] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RELX.txt
[2025-12-15T20:30:30.985783] [INFO ] [sig       ] [2717/3591] Completed RELX in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:30.985823] [INFO ] [sig       ] [2718/3591] Forecasting RELY...
[2025-12-15T20:30:30.985853] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-15T20:30:30.985882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-15T20:30:30.997891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-15T20:30:30.998314] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-15T20:30:30.999191] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-15T20:30:30.999247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:30.999280] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:30.999306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:30.999362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:31.057497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:31.058412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:31.058505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:31.058539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:31.181797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:31.181980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:31.182022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:31.182052] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:31.185591] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=50.48%)
[2025-12-15T20:30:31.185897] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-15T20:30:31.186031] [INFO ] [sig       ] RELY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:31.324740] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RELY.txt
[2025-12-15T20:30:31.324935] [INFO ] [sig       ] [2718/3591] Completed RELY in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:31.324983] [INFO ] [sig       ] [2719/3591] Forecasting REPL...
[2025-12-15T20:30:31.325014] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-15T20:30:31.325046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-15T20:30:31.336478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-15T20:30:31.336899] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-15T20:30:31.337700] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-15T20:30:31.337751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:31.337782] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:31.337809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:31.337866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:31.392766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:31.393471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:31.393549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:31.393600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:31.509961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:31.510116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:31.510157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:31.510186] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:31.513545] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-15T20:30:31.513828] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-15T20:30:31.513949] [INFO ] [sig       ] REPL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:31.649815] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/REPL.txt
[2025-12-15T20:30:31.649945] [INFO ] [sig       ] [2719/3591] Completed REPL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-15T20:30:31.649984] [INFO ] [sig       ] [2720/3591] Forecasting RERE...
[2025-12-15T20:30:31.650015] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-15T20:30:31.650044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-15T20:30:31.661906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-15T20:30:31.662319] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-15T20:30:31.663114] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-15T20:30:31.663165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:31.663196] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:31.663222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:31.663294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:31.719116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:31.719986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:31.720085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:31.720117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:31.837670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:31.837822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:31.837862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:31.837890] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:31.841152] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=66.79%)
[2025-12-15T20:30:31.841414] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-15T20:30:31.841531] [INFO ] [sig       ] RERE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:31.982852] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RERE.txt
[2025-12-15T20:30:31.983000] [INFO ] [sig       ] [2720/3591] Completed RERE in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:31.983045] [INFO ] [sig       ] [2721/3591] Forecasting RES...
[2025-12-15T20:30:31.983077] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-15T20:30:31.983109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-15T20:30:31.994212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-15T20:30:31.994522] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-15T20:30:31.995288] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-15T20:30:31.995341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:31.995374] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:31.995401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:31.995456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:32.051314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:32.052116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:32.052196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:32.052229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:32.175075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:32.175224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:32.175264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:32.175293] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:32.178619] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-12-15T20:30:32.178885] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-15T20:30:32.179024] [INFO ] [sig       ] RES: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:32.316134] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RES.txt
[2025-12-15T20:30:32.316277] [INFO ] [sig       ] [2721/3591] Completed RES in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:32.316317] [INFO ] [sig       ] [2722/3591] Forecasting REVG...
[2025-12-15T20:30:32.316347] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-15T20:30:32.316376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-15T20:30:32.328002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-15T20:30:32.328435] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-15T20:30:32.329312] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-15T20:30:32.329405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:32.329469] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:32.329500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:32.329561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:32.386329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:32.387225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:32.387310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:32.387345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:32.515203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:32.515364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:32.515401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:32.515429] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:32.518825] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-15T20:30:32.519141] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-15T20:30:32.519269] [INFO ] [sig       ] REVG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:32.660723] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/REVG.txt
[2025-12-15T20:30:32.660876] [INFO ] [sig       ] [2722/3591] Completed REVG in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:32.660918] [INFO ] [sig       ] [2723/3591] Forecasting REX...
[2025-12-15T20:30:32.660952] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-15T20:30:32.660988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-15T20:30:32.672359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-15T20:30:32.672746] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-15T20:30:32.673489] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-15T20:30:32.673539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:32.673587] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:32.673617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:32.673672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:32.729441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:32.730123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:32.730201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:32.730232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:32.847247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:32.847404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:32.847442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:32.847470] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:32.850825] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=43.40%)
[2025-12-15T20:30:32.851109] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-15T20:30:32.851236] [INFO ] [sig       ] REX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:32.994314] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/REX.txt
[2025-12-15T20:30:32.994466] [INFO ] [sig       ] [2723/3591] Completed REX in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:32.994507] [INFO ] [sig       ] [2724/3591] Forecasting REYN...
[2025-12-15T20:30:32.994536] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-15T20:30:32.994565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-15T20:30:33.005844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-15T20:30:33.006200] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-15T20:30:33.006961] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-15T20:30:33.007012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:33.007042] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:33.007068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:33.007123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:33.065498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:33.066402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:33.066490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:33.066524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:33.188501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:33.188676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:33.188716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:33.188746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:33.192171] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-15T20:30:33.192487] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-15T20:30:33.192644] [INFO ] [sig       ] REYN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:33.336156] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/REYN.txt
[2025-12-15T20:30:33.336315] [INFO ] [sig       ] [2724/3591] Completed REYN in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:33.336358] [INFO ] [sig       ] [2725/3591] Forecasting REZI...
[2025-12-15T20:30:33.336389] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-15T20:30:33.336422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-15T20:30:33.347910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-15T20:30:33.348239] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-15T20:30:33.349021] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-15T20:30:33.349074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:33.349107] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:33.349136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:33.349193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:33.406591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:33.407486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:33.407591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:33.407628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:33.525537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:33.525694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:33.525732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:33.525788] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:33.530229] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-15T20:30:33.530508] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-15T20:30:33.530670] [INFO ] [sig       ] REZI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:33.671258] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/REZI.txt
[2025-12-15T20:30:33.671562] [INFO ] [sig       ] [2725/3591] Completed REZI in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:33.671626] [INFO ] [sig       ] [2726/3591] Forecasting RF...
[2025-12-15T20:30:33.671656] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-15T20:30:33.671685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-15T20:30:33.683279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-15T20:30:33.683627] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-15T20:30:33.684394] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-15T20:30:33.684447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:33.684479] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:33.684507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:33.684563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:33.746371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:33.747170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:33.747250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:33.747284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:33.868197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:33.868302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:33.868340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:33.868368] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:33.871771] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=52.42%)
[2025-12-15T20:30:33.872039] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-15T20:30:33.872162] [INFO ] [sig       ] RF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:34.010266] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RF.txt
[2025-12-15T20:30:34.010393] [INFO ] [sig       ] [2726/3591] Completed RF in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:34.010433] [INFO ] [sig       ] [2727/3591] Forecasting RFI...
[2025-12-15T20:30:34.010462] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-15T20:30:34.010491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-15T20:30:34.021156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-15T20:30:34.021472] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-15T20:30:34.022263] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-15T20:30:34.022313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:34.022344] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:34.022370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:34.022433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:34.079194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:34.079825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:34.079904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:34.079938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:34.192865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:34.193011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:34.193048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:34.193077] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:34.196349] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2025-12-15T20:30:34.196629] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-15T20:30:34.196764] [INFO ] [sig       ] RFI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:34.336959] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RFI.txt
[2025-12-15T20:30:34.337083] [INFO ] [sig       ] [2727/3591] Completed RFI in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:34.337126] [INFO ] [sig       ] [2728/3591] Forecasting RFL...
[2025-12-15T20:30:34.337156] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-15T20:30:34.337186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-15T20:30:34.347802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-15T20:30:34.348123] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-15T20:30:34.348880] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-15T20:30:34.348930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:34.348984] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:34.349015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:34.349071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:34.404738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:34.405305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:34.405381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:34.405412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:34.522790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:34.522919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:34.522957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:34.522984] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:34.526245] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=62.52%)
[2025-12-15T20:30:34.526506] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-15T20:30:34.526640] [INFO ] [sig       ] RFL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:34.664748] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RFL.txt
[2025-12-15T20:30:34.664866] [INFO ] [sig       ] [2728/3591] Completed RFL in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:34.664904] [INFO ] [sig       ] [2729/3591] Forecasting RFM...
[2025-12-15T20:30:34.664933] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-15T20:30:34.664961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-15T20:30:34.675563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-15T20:30:34.675890] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-15T20:30:34.676653] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-15T20:30:34.676703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:34.676735] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:34.676761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:34.676816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:34.732725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:34.733300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:34.733377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:34.733408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:34.843165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:34.843279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:34.843328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:34.843357] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:34.846566] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-15T20:30:34.846844] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-15T20:30:34.846961] [INFO ] [sig       ] RFM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:34.984678] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RFM.txt
[2025-12-15T20:30:34.984803] [INFO ] [sig       ] [2729/3591] Completed RFM in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:34.984843] [INFO ] [sig       ] [2730/3591] Forecasting RFMZ...
[2025-12-15T20:30:34.984872] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-15T20:30:34.984901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-15T20:30:34.995876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-15T20:30:34.996178] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-15T20:30:34.996950] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-15T20:30:34.997000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:34.997030] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:34.997057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:34.997116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:35.053138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:35.053777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:35.053853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:35.053885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:35.170466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:35.170616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:35.170654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:35.170682] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:35.173887] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-12-15T20:30:35.174150] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-15T20:30:35.174272] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:35.311655] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RFMZ.txt
[2025-12-15T20:30:35.311771] [INFO ] [sig       ] [2730/3591] Completed RFMZ in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:35.311810] [INFO ] [sig       ] [2731/3591] Forecasting RGA...
[2025-12-15T20:30:35.311840] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-15T20:30:35.311869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-15T20:30:35.322774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-15T20:30:35.323103] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-15T20:30:35.323863] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-15T20:30:35.323913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:35.323944] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:35.323969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:35.324024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:35.379346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:35.380189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:35.380287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:35.380320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:35.501220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:35.501371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:35.501411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:35.501440] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:35.504938] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=24.36%)
[2025-12-15T20:30:35.505211] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-15T20:30:35.505334] [INFO ] [sig       ] RGA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:35.643693] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RGA.txt
[2025-12-15T20:30:35.643848] [INFO ] [sig       ] [2731/3591] Completed RGA in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:35.643888] [INFO ] [sig       ] [2732/3591] Forecasting RGCO...
[2025-12-15T20:30:35.643916] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-15T20:30:35.643947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-15T20:30:35.655493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-15T20:30:35.655938] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-15T20:30:35.656740] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-15T20:30:35.656790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:35.656821] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:35.656848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:35.656904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:35.713769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:35.714661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:35.714778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:35.714813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:35.817064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:35.817223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:35.817261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:35.817291] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:35.820720] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-15T20:30:35.821000] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-15T20:30:35.821147] [INFO ] [sig       ] RGCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:35.959521] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RGCO.txt
[2025-12-15T20:30:35.959699] [INFO ] [sig       ] [2732/3591] Completed RGCO in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:35.959741] [INFO ] [sig       ] [2733/3591] Forecasting RGEN...
[2025-12-15T20:30:35.959771] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-15T20:30:35.959800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-15T20:30:35.971348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-15T20:30:35.971747] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-15T20:30:35.972514] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-15T20:30:35.972565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:35.972627] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:35.972655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:35.972711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:36.027778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:36.028622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:36.028705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:36.028737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:36.147943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:36.148094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:36.148135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:36.148167] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:36.151499] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-12-15T20:30:36.151804] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-15T20:30:36.151931] [INFO ] [sig       ] RGEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:36.290383] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RGEN.txt
[2025-12-15T20:30:36.290530] [INFO ] [sig       ] [2733/3591] Completed RGEN in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:36.290588] [INFO ] [sig       ] [2734/3591] Forecasting RGLD...
[2025-12-15T20:30:36.290623] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-15T20:30:36.290652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-15T20:30:36.301936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-15T20:30:36.302300] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-15T20:30:36.303067] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-15T20:30:36.303118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:36.303148] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:36.303174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:36.303230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:36.358815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:36.359714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:36.359801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:36.359833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:36.497529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:36.497731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:36.497776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:36.497806] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:36.501339] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-15T20:30:36.501679] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-15T20:30:36.501818] [INFO ] [sig       ] RGLD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:36.646424] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RGLD.txt
[2025-12-15T20:30:36.646620] [INFO ] [sig       ] [2734/3591] Completed RGLD in 0.4s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:36.646675] [INFO ] [sig       ] [2735/3591] Forecasting RGNX...
[2025-12-15T20:30:36.646710] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-15T20:30:36.646739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-15T20:30:36.659368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-15T20:30:36.659937] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-15T20:30:36.660939] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-15T20:30:36.661002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:36.661043] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:36.661080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:36.661152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:36.738300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:36.739741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:36.739935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:36.739969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:36.859078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:36.859245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:36.859286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:36.859315] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:36.862661] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-15T20:30:36.862951] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-15T20:30:36.863083] [INFO ] [sig       ] RGNX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:37.001223] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RGNX.txt
[2025-12-15T20:30:37.001415] [INFO ] [sig       ] [2735/3591] Completed RGNX in 0.4s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:37.001456] [INFO ] [sig       ] [2736/3591] Forecasting RGP...
[2025-12-15T20:30:37.001487] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-15T20:30:37.001517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-15T20:30:37.012484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-15T20:30:37.012910] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-15T20:30:37.013720] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-15T20:30:37.013770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:37.013802] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:37.013828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:37.013885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:37.069431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:37.070299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:37.070387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:37.070420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:37.187251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:37.187410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:37.187449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:37.187477] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:37.190875] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=52.80%)
[2025-12-15T20:30:37.191170] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-15T20:30:37.191299] [INFO ] [sig       ] RGP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:37.328601] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RGP.txt
[2025-12-15T20:30:37.328757] [INFO ] [sig       ] [2736/3591] Completed RGP in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:37.328797] [INFO ] [sig       ] [2737/3591] Forecasting RGS...
[2025-12-15T20:30:37.328836] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-15T20:30:37.328867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-15T20:30:37.340042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-15T20:30:37.340454] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-15T20:30:37.341246] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-15T20:30:37.341297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:37.341327] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:37.341354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:37.341408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:37.396499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:37.397369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:37.397454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:37.397486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:37.508142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:37.508299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:37.508338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:37.508366] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:37.511762] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-15T20:30:37.512066] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-15T20:30:37.512197] [INFO ] [sig       ] RGS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:37.652137] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RGS.txt
[2025-12-15T20:30:37.652293] [INFO ] [sig       ] [2737/3591] Completed RGS in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-15T20:30:37.652333] [INFO ] [sig       ] [2738/3591] Forecasting RGTI...
[2025-12-15T20:30:37.652363] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-15T20:30:37.652391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-15T20:30:37.663822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-15T20:30:37.664166] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-15T20:30:37.664965] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-15T20:30:37.665017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:37.665050] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:37.665076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:37.665137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:37.724091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:37.724957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:37.725038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:37.725072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:37.850348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:37.850500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:37.850540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:37.850569] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:37.854014] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-12-15T20:30:37.854321] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-15T20:30:37.854443] [INFO ] [sig       ] RGTI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:37.994517] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RGTI.txt
[2025-12-15T20:30:37.994697] [INFO ] [sig       ] [2738/3591] Completed RGTI in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:37.994738] [INFO ] [sig       ] [2739/3591] Forecasting RH...
[2025-12-15T20:30:37.994769] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-15T20:30:37.994798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-15T20:30:38.005770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-15T20:30:38.006135] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-15T20:30:38.006915] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-15T20:30:38.006967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:38.007029] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:38.007058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:38.007115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:38.063838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:38.064717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:38.064801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:38.064834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:38.191650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:38.191807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:38.191847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:38.191876] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:38.195268] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2025-12-15T20:30:38.195550] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-15T20:30:38.195700] [INFO ] [sig       ] RH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:38.342491] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RH.txt
[2025-12-15T20:30:38.342681] [INFO ] [sig       ] [2739/3591] Completed RH in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:38.342734] [INFO ] [sig       ] [2740/3591] Forecasting RHI...
[2025-12-15T20:30:38.342764] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-15T20:30:38.342794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-15T20:30:38.353936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-15T20:30:38.354341] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-15T20:30:38.355174] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-15T20:30:38.355226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:38.355258] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:38.355285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:38.355341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:38.412944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:38.413879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:38.413968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:38.414001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:38.539728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:38.539880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:38.539921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:38.539967] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:38.543350] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=54.90%)
[2025-12-15T20:30:38.543638] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-15T20:30:38.543785] [INFO ] [sig       ] RHI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:38.685028] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RHI.txt
[2025-12-15T20:30:38.685185] [INFO ] [sig       ] [2740/3591] Completed RHI in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:38.685226] [INFO ] [sig       ] [2741/3591] Forecasting RHP...
[2025-12-15T20:30:38.685256] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-15T20:30:38.685284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-15T20:30:38.696332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-15T20:30:38.696738] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-15T20:30:38.697638] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-15T20:30:38.697697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:38.697731] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:38.697759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:38.697818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:38.768102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:38.769163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:38.769265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:38.769299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:38.888016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:38.888166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:38.888205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:38.888233] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:38.891597] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-15T20:30:38.891864] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-15T20:30:38.891982] [INFO ] [sig       ] RHP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:39.030204] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RHP.txt
[2025-12-15T20:30:39.030338] [INFO ] [sig       ] [2741/3591] Completed RHP in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:39.030379] [INFO ] [sig       ] [2742/3591] Forecasting RICK...
[2025-12-15T20:30:39.030408] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-15T20:30:39.030438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-15T20:30:39.041110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-15T20:30:39.041449] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-15T20:30:39.042199] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-15T20:30:39.042250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:39.042281] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:39.042307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:39.042368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:39.097800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:39.098432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:39.098510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:39.098542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:39.220472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:39.220649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:39.220692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:39.220720] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:39.224085] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-15T20:30:39.224360] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-15T20:30:39.224484] [INFO ] [sig       ] RICK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:39.361656] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RICK.txt
[2025-12-15T20:30:39.361818] [INFO ] [sig       ] [2742/3591] Completed RICK in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:39.361865] [INFO ] [sig       ] [2743/3591] Forecasting RIG...
[2025-12-15T20:30:39.361896] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-15T20:30:39.361928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-15T20:30:39.373381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-15T20:30:39.373786] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-15T20:30:39.374565] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-15T20:30:39.374636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:39.374671] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:39.374727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:39.374815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:39.431488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:39.432373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:39.432461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:39.432496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:39.555372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:39.555537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:39.555599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:39.555632] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:39.559086] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-12-15T20:30:39.559370] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-15T20:30:39.559500] [INFO ] [sig       ] RIG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:39.702554] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RIG.txt
[2025-12-15T20:30:39.702724] [INFO ] [sig       ] [2743/3591] Completed RIG in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:39.702766] [INFO ] [sig       ] [2744/3591] Forecasting RIGL...
[2025-12-15T20:30:39.702795] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-15T20:30:39.702825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-15T20:30:39.714292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-15T20:30:39.714645] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-15T20:30:39.715421] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-15T20:30:39.715473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:39.715505] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:39.715533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:39.715649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:39.774788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:39.775606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:39.775688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:39.775722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:39.903068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:39.903220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:39.903258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:39.903286] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:39.906539] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-15T20:30:39.906825] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-15T20:30:39.906944] [INFO ] [sig       ] RIGL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:40.053364] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RIGL.txt
[2025-12-15T20:30:40.053520] [INFO ] [sig       ] [2744/3591] Completed RIGL in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:40.053562] [INFO ] [sig       ] [2745/3591] Forecasting RILY...
[2025-12-15T20:30:40.053610] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-15T20:30:40.053641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-15T20:30:40.064324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-15T20:30:40.064716] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-15T20:30:40.065546] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-15T20:30:40.065618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:40.065652] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:40.065680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:40.065738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:40.123324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:40.124184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:40.124268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:40.124303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:40.246009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:40.246163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:40.246203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:40.246230] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:40.249793] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-15T20:30:40.250075] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-15T20:30:40.250205] [INFO ] [sig       ] RILY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:40.391557] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RILY.txt
[2025-12-15T20:30:40.391734] [INFO ] [sig       ] [2745/3591] Completed RILY in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:40.391778] [INFO ] [sig       ] [2746/3591] Forecasting RILYN...
[2025-12-15T20:30:40.391809] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-15T20:30:40.391840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-15T20:30:40.402524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-15T20:30:40.402895] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-15T20:30:40.403755] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-15T20:30:40.403823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:40.403856] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:40.403882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:40.403938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:40.462266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:40.463153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:40.463239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:40.463271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:40.578839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:40.579021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:40.579063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:40.579092] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:40.582627] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: DOWN (p=35.82%)
[2025-12-15T20:30:40.582928] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-15T20:30:40.583062] [INFO ] [sig       ] RILYN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:40.723928] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RILYN.txt
[2025-12-15T20:30:40.724072] [INFO ] [sig       ] [2746/3591] Completed RILYN in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:40.724114] [INFO ] [sig       ] [2747/3591] Forecasting RILYZ...
[2025-12-15T20:30:40.724143] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-15T20:30:40.724172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-15T20:30:40.736386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-15T20:30:40.736797] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-15T20:30:40.737615] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-15T20:30:40.737667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:40.737698] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:40.737724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:40.737780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:40.796792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:40.797656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:40.797738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:40.797771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:40.919285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:40.919438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:40.919478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:40.919506] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:40.922828] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-12-15T20:30:40.923096] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-15T20:30:40.923222] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:41.059352] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RILYZ.txt
[2025-12-15T20:30:41.059488] [INFO ] [sig       ] [2747/3591] Completed RILYZ in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:41.059529] [INFO ] [sig       ] [2748/3591] Forecasting RIME...
[2025-12-15T20:30:41.059558] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-15T20:30:41.059607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-15T20:30:41.070487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-15T20:30:41.070861] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-15T20:30:41.071625] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-15T20:30:41.071675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:41.071705] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:41.071732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:41.071788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:41.126370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:41.127214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:41.127298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:41.127329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:41.242107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:41.242260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:41.242298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:41.242325] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:41.245588] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-15T20:30:41.245851] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-15T20:30:41.245970] [INFO ] [sig       ] RIME: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:41.382701] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RIME.txt
[2025-12-15T20:30:41.382834] [INFO ] [sig       ] [2748/3591] Completed RIME in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:41.382872] [INFO ] [sig       ] [2749/3591] Forecasting RING...
[2025-12-15T20:30:41.382903] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-15T20:30:41.382932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-15T20:30:41.393457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-15T20:30:41.393793] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-15T20:30:41.394524] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-15T20:30:41.394592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:41.394626] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:41.394652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:41.394708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:41.449897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:41.450535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:41.450653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:41.450688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:41.572363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:41.572511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:41.572554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:41.572615] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:41.576144] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=54.68%)
[2025-12-15T20:30:41.576411] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-15T20:30:41.576535] [INFO ] [sig       ] RING: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:41.716443] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RING.txt
[2025-12-15T20:30:41.716584] [INFO ] [sig       ] [2749/3591] Completed RING in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:41.716626] [INFO ] [sig       ] [2750/3591] Forecasting RIO...
[2025-12-15T20:30:41.716655] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-15T20:30:41.716685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-15T20:30:41.726989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-15T20:30:41.727274] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-15T20:30:41.728022] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-15T20:30:41.728072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:41.728103] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:41.728130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:41.728186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:41.783056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:41.783673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:41.783749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:41.783781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:41.910119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:41.910273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:41.910312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:41.910340] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:41.913664] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-12-15T20:30:41.913945] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-15T20:30:41.914080] [INFO ] [sig       ] RIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:42.099301] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RIO.txt
[2025-12-15T20:30:42.099435] [INFO ] [sig       ] [2750/3591] Completed RIO in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:42.099475] [INFO ] [sig       ] [2751/3591] Forecasting RITM...
[2025-12-15T20:30:42.099504] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-15T20:30:42.099533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-15T20:30:42.110790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-15T20:30:42.111083] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-15T20:30:42.111847] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-15T20:30:42.111898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:42.111928] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:42.111955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:42.112011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:42.166988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:42.167639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:42.167718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:42.167749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:42.284165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:42.284307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:42.284345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:42.284373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:42.287668] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-15T20:30:42.287928] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-15T20:30:42.288049] [INFO ] [sig       ] RITM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:42.424812] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RITM.txt
[2025-12-15T20:30:42.424960] [INFO ] [sig       ] [2751/3591] Completed RITM in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:42.425001] [INFO ] [sig       ] [2752/3591] Forecasting RIVN...
[2025-12-15T20:30:42.425030] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-15T20:30:42.425060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-15T20:30:42.435867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-15T20:30:42.436202] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-15T20:30:42.436963] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-15T20:30:42.437013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:42.437045] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:42.437072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:42.437127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:42.492864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:42.493560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:42.493657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:42.493689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:42.614747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:42.614898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:42.614936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:42.614964] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:42.618223] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-15T20:30:42.618486] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-15T20:30:42.618627] [INFO ] [sig       ] RIVN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:42.757350] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RIVN.txt
[2025-12-15T20:30:42.757505] [INFO ] [sig       ] [2752/3591] Completed RIVN in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:42.757546] [INFO ] [sig       ] [2753/3591] Forecasting RKLB...
[2025-12-15T20:30:42.757595] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-15T20:30:42.757628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-15T20:30:42.767867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-15T20:30:42.768167] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-15T20:30:42.768933] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-15T20:30:42.771943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:42.771978] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:42.772005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:42.772061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:42.828502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:42.829331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:42.829413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:42.829445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:42.950635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:42.950800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:42.950842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:42.950871] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:42.954249] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-12-15T20:30:42.954526] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-15T20:30:42.954666] [INFO ] [sig       ] RKLB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:43.092590] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RKLB.txt
[2025-12-15T20:30:43.092718] [INFO ] [sig       ] [2753/3591] Completed RKLB in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:43.092756] [INFO ] [sig       ] [2754/3591] Forecasting RL...
[2025-12-15T20:30:43.092786] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-15T20:30:43.092815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-15T20:30:43.104559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-15T20:30:43.104983] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-15T20:30:43.105785] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-15T20:30:43.105835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:43.105866] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:43.105892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:43.105948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:43.165516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:43.166413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:43.166503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:43.166537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:43.289175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:43.289340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:43.289390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:43.289427] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:43.293212] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-15T20:30:43.293666] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-15T20:30:43.293845] [INFO ] [sig       ] RL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:43.438210] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RL.txt
[2025-12-15T20:30:43.438342] [INFO ] [sig       ] [2754/3591] Completed RL in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-15T20:30:43.438381] [INFO ] [sig       ] [2755/3591] Forecasting RLAY...
[2025-12-15T20:30:43.438411] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-15T20:30:43.438441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-15T20:30:43.448777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-15T20:30:43.449107] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-15T20:30:43.449887] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-15T20:30:43.449939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:43.449971] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:43.449998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:43.450055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:43.506527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:43.507147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:43.507226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:43.507266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:43.636823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:43.636959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:43.636997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:43.637026] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:43.640903] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=51.11%)
[2025-12-15T20:30:43.641194] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-15T20:30:43.641325] [INFO ] [sig       ] RLAY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:43.788720] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RLAY.txt
[2025-12-15T20:30:43.788843] [INFO ] [sig       ] [2755/3591] Completed RLAY in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-15T20:30:43.788882] [INFO ] [sig       ] [2756/3591] Forecasting RLI...
[2025-12-15T20:30:43.788914] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-15T20:30:43.788943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-15T20:30:43.799721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-15T20:30:43.800032] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-15T20:30:43.800833] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-15T20:30:43.800883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:43.800938] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:43.800967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:43.801023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:43.856537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:43.857144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:43.857219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:43.857251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:43.976776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:43.976909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:43.976946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:43.976981] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:43.980193] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-12-15T20:30:43.980458] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-15T20:30:43.980593] [INFO ] [sig       ] RLI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:44.128805] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RLI.txt
[2025-12-15T20:30:44.128959] [INFO ] [sig       ] [2756/3591] Completed RLI in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:44.129026] [INFO ] [sig       ] [2757/3591] Forecasting RLJ...
[2025-12-15T20:30:44.129057] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-15T20:30:44.129085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-15T20:30:44.139977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-15T20:30:44.140355] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-15T20:30:44.141136] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-15T20:30:44.141192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:44.141248] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:44.141281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:44.141348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:44.201455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:44.202346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:44.202430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:44.202462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:44.326517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:44.326711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:44.326752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:44.326780] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:44.330619] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-15T20:30:44.330965] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-15T20:30:44.331104] [INFO ] [sig       ] RLJ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:44.534971] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RLJ.txt
[2025-12-15T20:30:44.535197] [INFO ] [sig       ] [2757/3591] Completed RLJ in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:44.535256] [INFO ] [sig       ] [2758/3591] Forecasting RLMD...
[2025-12-15T20:30:44.535300] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-15T20:30:44.535346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-15T20:30:44.551494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-15T20:30:44.552004] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-15T20:30:44.553111] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-15T20:30:44.553177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:44.553222] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:44.553260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:44.553342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:44.633821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:44.635037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:44.635150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:44.635194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:44.796904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:44.797097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:44.797159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:44.797205] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:44.802490] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-12-15T20:30:44.802971] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-15T20:30:44.803173] [INFO ] [sig       ] RLMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:45.014538] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RLMD.txt
[2025-12-15T20:30:45.014725] [INFO ] [sig       ] [2758/3591] Completed RLMD in 0.5s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:45.014770] [INFO ] [sig       ] [2759/3591] Forecasting RLTY...
[2025-12-15T20:30:45.014800] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-15T20:30:45.014830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-15T20:30:45.031618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-15T20:30:45.032183] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-15T20:30:45.033429] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-15T20:30:45.033511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:45.033565] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:45.033706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:45.033807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:45.122130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:45.123326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:45.123446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:45.123492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:45.293038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:45.293223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:45.293274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:45.293345] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:45.297036] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-12-15T20:30:45.297445] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-15T20:30:45.297643] [INFO ] [sig       ] RLTY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:45.459852] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RLTY.txt
[2025-12-15T20:30:45.460078] [INFO ] [sig       ] [2759/3591] Completed RLTY in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:45.460149] [INFO ] [sig       ] [2760/3591] Forecasting RLX...
[2025-12-15T20:30:45.460196] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-15T20:30:45.460249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-15T20:30:45.474850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-15T20:30:45.475467] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-15T20:30:45.476427] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-15T20:30:45.476493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:45.476546] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:45.476603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:45.476667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:45.550556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:45.551895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:45.552032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:45.552088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:45.695457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:45.695839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:45.695882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:45.695911] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:45.699468] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-12-15T20:30:45.699811] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-15T20:30:45.699946] [INFO ] [sig       ] RLX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:45.847880] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RLX.txt
[2025-12-15T20:30:45.848046] [INFO ] [sig       ] [2760/3591] Completed RLX in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:45.848103] [INFO ] [sig       ] [2761/3591] Forecasting RM...
[2025-12-15T20:30:45.848136] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-15T20:30:45.848165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-15T20:30:45.859991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-15T20:30:45.860345] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-15T20:30:45.861260] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-15T20:30:45.861318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:45.861362] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:45.861405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:45.861483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:45.921147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:45.921982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:45.922072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:45.922106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:46.043138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:46.043302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:46.043342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:46.043373] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:46.046897] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-15T20:30:46.047185] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-15T20:30:46.047316] [INFO ] [sig       ] RM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:46.196611] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RM.txt
[2025-12-15T20:30:46.196748] [INFO ] [sig       ] [2761/3591] Completed RM in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:46.196789] [INFO ] [sig       ] [2762/3591] Forecasting RMAX...
[2025-12-15T20:30:46.196819] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-15T20:30:46.196849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-15T20:30:46.208466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-15T20:30:46.208860] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-15T20:30:46.209687] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-15T20:30:46.209739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:46.209771] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:46.209797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:46.209853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:46.266083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:46.266847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:46.266927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:46.266960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:46.382275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:46.382441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:46.382481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:46.382508] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:46.385895] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-15T20:30:46.386173] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-15T20:30:46.386323] [INFO ] [sig       ] RMAX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:46.528185] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RMAX.txt
[2025-12-15T20:30:46.528344] [INFO ] [sig       ] [2762/3591] Completed RMAX in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:46.528384] [INFO ] [sig       ] [2763/3591] Forecasting RMBI...
[2025-12-15T20:30:46.528415] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-15T20:30:46.528447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-15T20:30:46.539591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-15T20:30:46.539971] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-15T20:30:46.540909] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-15T20:30:46.540960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:46.540991] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:46.541018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:46.541091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:46.597483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:46.598136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:46.598215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:46.598247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:46.708201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:46.708352] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:30:46.708390] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:46.708419] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:46.711696] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-12-15T20:30:46.711960] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-15T20:30:46.712079] [INFO ] [sig       ] RMBI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:46.848359] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RMBI.txt
[2025-12-15T20:30:46.848517] [INFO ] [sig       ] [2763/3591] Completed RMBI in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:46.848558] [INFO ] [sig       ] [2764/3591] Forecasting RMBS...
[2025-12-15T20:30:46.848609] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-15T20:30:46.848640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-15T20:30:46.859535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-15T20:30:46.859932] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-15T20:30:46.860701] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-15T20:30:46.860752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:46.860783] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:46.860809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:46.860865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:46.916263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:46.917079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:46.917159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:46.917191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:47.030365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:47.030507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:47.030561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:47.030609] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:47.033851] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-15T20:30:47.034112] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-15T20:30:47.034229] [INFO ] [sig       ] RMBS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:47.170609] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RMBS.txt
[2025-12-15T20:30:47.170726] [INFO ] [sig       ] [2764/3591] Completed RMBS in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:47.170764] [INFO ] [sig       ] [2765/3591] Forecasting RMD...
[2025-12-15T20:30:47.170793] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-15T20:30:47.170821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-15T20:30:47.182074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-15T20:30:47.182479] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-15T20:30:47.183273] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-15T20:30:47.183324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:47.183355] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:47.183382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:47.183438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:47.239069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:47.239914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:47.239994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:47.240026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:47.363414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:47.363584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:47.363626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:47.363654] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:47.366910] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-12-15T20:30:47.367170] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-15T20:30:47.367289] [INFO ] [sig       ] RMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:47.511152] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RMD.txt
[2025-12-15T20:30:47.511330] [INFO ] [sig       ] [2765/3591] Completed RMD in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:47.511380] [INFO ] [sig       ] [2766/3591] Forecasting RMI...
[2025-12-15T20:30:47.511416] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-15T20:30:47.511450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-15T20:30:47.523144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-15T20:30:47.523479] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-15T20:30:47.524241] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-15T20:30:47.524291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:47.524322] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:47.524349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:47.524405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:47.580757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:47.581640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:47.581764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:47.581800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:47.693008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:47.693164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:47.693203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:47.693230] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:47.696681] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-12-15T20:30:47.696955] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-15T20:30:47.697079] [INFO ] [sig       ] RMI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:47.849517] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RMI.txt
[2025-12-15T20:30:47.849704] [INFO ] [sig       ] [2766/3591] Completed RMI in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:47.849746] [INFO ] [sig       ] [2767/3591] Forecasting RMM...
[2025-12-15T20:30:47.849779] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-15T20:30:47.849811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-15T20:30:47.861172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-15T20:30:47.861526] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-15T20:30:47.862305] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-15T20:30:47.862357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:47.862389] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:47.862417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:47.862474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:47.921912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:47.922715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:47.922794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:47.922827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:48.044887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:48.045043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:48.045083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:48.045112] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:48.048415] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-15T20:30:48.048709] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-15T20:30:48.048833] [INFO ] [sig       ] RMM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:48.190091] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RMM.txt
[2025-12-15T20:30:48.190250] [INFO ] [sig       ] [2767/3591] Completed RMM in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:48.190292] [INFO ] [sig       ] [2768/3591] Forecasting RMMZ...
[2025-12-15T20:30:48.190322] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-15T20:30:48.190351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-15T20:30:48.202875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-15T20:30:48.203265] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-15T20:30:48.204059] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-15T20:30:48.204112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:48.204142] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:48.204185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:48.204242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:48.260945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:48.262044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:48.262126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:48.262157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:48.372160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:48.372322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:48.372362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:48.372390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:48.375767] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-12-15T20:30:48.376069] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-15T20:30:48.376199] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:48.523404] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RMMZ.txt
[2025-12-15T20:30:48.523603] [INFO ] [sig       ] [2768/3591] Completed RMMZ in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:48.523652] [INFO ] [sig       ] [2769/3591] Forecasting RMNI...
[2025-12-15T20:30:48.523683] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-15T20:30:48.523713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-15T20:30:48.535086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-15T20:30:48.535504] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-15T20:30:48.536262] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-15T20:30:48.536314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:48.536345] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:48.536372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:48.536428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:48.592360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:48.593431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:48.593515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:48.593547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:48.719707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:48.719868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:48.719910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:48.719941] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:48.723265] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-15T20:30:48.723532] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-15T20:30:48.723679] [INFO ] [sig       ] RMNI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:48.864836] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RMNI.txt
[2025-12-15T20:30:48.865016] [INFO ] [sig       ] [2769/3591] Completed RMNI in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:48.865057] [INFO ] [sig       ] [2770/3591] Forecasting RNA...
[2025-12-15T20:30:48.865087] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-15T20:30:48.865119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-15T20:30:48.875777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-15T20:30:48.876154] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-15T20:30:48.876926] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-15T20:30:48.876977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:48.877008] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:48.877035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:48.877090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:48.932363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:48.933248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:48.933330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:48.933366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:49.052625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:49.052783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:49.052824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:49.052852] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:49.056131] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-15T20:30:49.056404] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-15T20:30:49.056525] [INFO ] [sig       ] RNA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:49.195033] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RNA.txt
[2025-12-15T20:30:49.195186] [INFO ] [sig       ] [2770/3591] Completed RNA in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:49.195226] [INFO ] [sig       ] [2771/3591] Forecasting RNAC...
[2025-12-15T20:30:49.195256] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-15T20:30:49.195286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-15T20:30:49.207422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-15T20:30:49.207944] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-15T20:30:49.208988] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-15T20:30:49.209051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:49.209097] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:49.209134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:49.209192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:49.267102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:49.267977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:49.268064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:49.268098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:49.390354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:49.390521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:49.390563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:49.390612] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:49.394255] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-15T20:30:49.394547] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-15T20:30:49.394695] [INFO ] [sig       ] RNAC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:49.539244] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RNAC.txt
[2025-12-15T20:30:49.539406] [INFO ] [sig       ] [2771/3591] Completed RNAC in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-15T20:30:49.539447] [INFO ] [sig       ] [2772/3591] Forecasting RNAZ...
[2025-12-15T20:30:49.539479] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-15T20:30:49.539516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-15T20:30:49.551062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-15T20:30:49.551440] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-15T20:30:49.552222] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-15T20:30:49.552273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:49.552304] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:49.552331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:49.552387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:49.607847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:49.608727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:49.608809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:49.608841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:49.726103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:49.726265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:49.726306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:49.726337] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:49.729840] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-15T20:30:49.730114] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-15T20:30:49.730238] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:49.869039] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RNAZ.txt
[2025-12-15T20:30:49.869200] [INFO ] [sig       ] [2772/3591] Completed RNAZ in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-15T20:30:49.869245] [INFO ] [sig       ] [2773/3591] Forecasting RNG...
[2025-12-15T20:30:49.869287] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-15T20:30:49.869325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-15T20:30:49.881029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-15T20:30:49.881443] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-15T20:30:49.882242] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-15T20:30:49.882294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:49.882362] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:49.882397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:49.882467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:49.938355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:49.939311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:49.939399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:49.939431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:50.058921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:50.059148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:50.059198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:50.059227] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:50.062759] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-15T20:30:50.063030] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-15T20:30:50.063152] [INFO ] [sig       ] RNG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:50.205524] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RNG.txt
[2025-12-15T20:30:50.205693] [INFO ] [sig       ] [2773/3591] Completed RNG in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:50.205736] [INFO ] [sig       ] [2774/3591] Forecasting RNP...
[2025-12-15T20:30:50.205766] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-15T20:30:50.205795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-15T20:30:50.219082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-15T20:30:50.219500] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-15T20:30:50.220317] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-15T20:30:50.220370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:50.220402] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:50.220430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:50.220487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:50.281338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:50.282261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:50.282345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:50.282379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:50.404905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:50.405071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:50.405112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:50.405141] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:50.408587] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=24.87%)
[2025-12-15T20:30:50.408865] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-15T20:30:50.409013] [INFO ] [sig       ] RNP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:50.547244] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RNP.txt
[2025-12-15T20:30:50.547409] [INFO ] [sig       ] [2774/3591] Completed RNP in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:50.547453] [INFO ] [sig       ] [2775/3591] Forecasting ROAD...
[2025-12-15T20:30:50.547482] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-15T20:30:50.547511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-15T20:30:50.558584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-15T20:30:50.558887] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-15T20:30:50.559719] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-15T20:30:50.559770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:50.559801] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:50.559827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:50.559882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:50.616002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:50.616563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:50.616656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:50.616688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:50.738643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:50.738778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:50.738816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:50.738860] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:50.742144] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-12-15T20:30:50.742403] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-15T20:30:50.742521] [INFO ] [sig       ] ROAD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:50.878207] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ROAD.txt
[2025-12-15T20:30:50.878311] [INFO ] [sig       ] [2775/3591] Completed ROAD in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:50.878349] [INFO ] [sig       ] [2776/3591] Forecasting ROCK...
[2025-12-15T20:30:50.878378] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-15T20:30:50.878412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-15T20:30:50.889162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-15T20:30:50.889455] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-15T20:30:50.890203] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-15T20:30:50.890253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:50.890283] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:50.890309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:50.890364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:50.945979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:50.946545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:50.946637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:50.946670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:51.058003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:51.058134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:51.058170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:51.058231] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:51.061475] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-12-15T20:30:51.061759] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-15T20:30:51.061882] [INFO ] [sig       ] ROCK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:51.201439] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ROCK.txt
[2025-12-15T20:30:51.201553] [INFO ] [sig       ] [2776/3591] Completed ROCK in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:51.201608] [INFO ] [sig       ] [2777/3591] Forecasting ROE...
[2025-12-15T20:30:51.201639] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-15T20:30:51.201669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-15T20:30:51.212042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-15T20:30:51.212351] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-15T20:30:51.213120] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-15T20:30:51.213170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:51.213201] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:51.213227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:51.213284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:51.267819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:51.268381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:51.268455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:51.268486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:51.381779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:51.381882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:51.381918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:51.381946] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:51.385061] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=45.42%)
[2025-12-15T20:30:51.385320] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-15T20:30:51.385455] [INFO ] [sig       ] ROE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:51.523280] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ROE.txt
[2025-12-15T20:30:51.523442] [INFO ] [sig       ] [2777/3591] Completed ROE in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:51.523484] [INFO ] [sig       ] [2778/3591] Forecasting ROP...
[2025-12-15T20:30:51.523515] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-15T20:30:51.523545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-15T20:30:51.535117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-15T20:30:51.535413] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-15T20:30:51.536205] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-15T20:30:51.536255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:51.536285] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:51.536310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:51.536366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:51.592162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:51.592787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:51.592871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:51.592902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:51.710686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:51.710855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:51.710895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:51.710924] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:51.714316] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-15T20:30:51.714611] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-15T20:30:51.714737] [INFO ] [sig       ] ROP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:51.850547] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ROP.txt
[2025-12-15T20:30:51.850696] [INFO ] [sig       ] [2778/3591] Completed ROP in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:51.850735] [INFO ] [sig       ] [2779/3591] Forecasting RPAY...
[2025-12-15T20:30:51.850765] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-15T20:30:51.850796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-15T20:30:51.861026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-15T20:30:51.861341] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-15T20:30:51.862097] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-15T20:30:51.862148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:51.862178] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:51.862204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:51.862273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:51.920657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:51.921360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:51.921450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:51.921484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:52.040632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:52.040744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:52.040779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:52.040807] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:52.044365] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-15T20:30:52.044648] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-15T20:30:52.044771] [INFO ] [sig       ] RPAY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:52.182865] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RPAY.txt
[2025-12-15T20:30:52.183008] [INFO ] [sig       ] [2779/3591] Completed RPAY in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:52.183048] [INFO ] [sig       ] [2780/3591] Forecasting RPD...
[2025-12-15T20:30:52.183079] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-15T20:30:52.183109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-15T20:30:52.194173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-15T20:30:52.194550] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-15T20:30:52.195333] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-15T20:30:52.195384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:52.195415] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:52.195447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:52.195503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:52.252154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:52.252793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:52.252871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:52.252904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:52.371569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:52.371730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:52.371769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:52.371797] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:52.375187] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2025-12-15T20:30:52.375463] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-15T20:30:52.375608] [INFO ] [sig       ] RPD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:52.517363] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RPD.txt
[2025-12-15T20:30:52.517506] [INFO ] [sig       ] [2780/3591] Completed RPD in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:52.517551] [INFO ] [sig       ] [2781/3591] Forecasting RPID...
[2025-12-15T20:30:52.517599] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-15T20:30:52.517630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-15T20:30:52.528440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-15T20:30:52.528771] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-15T20:30:52.529644] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-15T20:30:52.529711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:52.529743] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:52.529769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:52.529825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:52.587877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:52.588477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:52.588555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:52.588605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:52.713432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:52.713616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:52.713660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:52.713688] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:52.717046] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-15T20:30:52.717323] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-15T20:30:52.717455] [INFO ] [sig       ] RPID: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:52.856891] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RPID.txt
[2025-12-15T20:30:52.857019] [INFO ] [sig       ] [2781/3591] Completed RPID in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:52.857059] [INFO ] [sig       ] [2782/3591] Forecasting RPRX...
[2025-12-15T20:30:52.857088] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-15T20:30:52.857117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-15T20:30:52.867784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-15T20:30:52.868111] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-15T20:30:52.868902] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-15T20:30:52.868953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:52.869007] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:52.869034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:52.869092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:52.924379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:52.925023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:52.925100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:52.925131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:53.043819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:53.043961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:53.043999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:53.044026] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:53.047339] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=42.02%)
[2025-12-15T20:30:53.047632] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-15T20:30:53.047755] [INFO ] [sig       ] RPRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:53.190661] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RPRX.txt
[2025-12-15T20:30:53.190817] [INFO ] [sig       ] [2782/3591] Completed RPRX in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:53.190860] [INFO ] [sig       ] [2783/3591] Forecasting RPTX...
[2025-12-15T20:30:53.190893] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-15T20:30:53.190922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-15T20:30:53.202031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-15T20:30:53.202393] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-15T20:30:53.203186] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-15T20:30:53.203238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:53.203269] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:53.203298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:53.203355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:53.264697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:53.265636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:53.265780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:53.265815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:53.384188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:53.384355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:53.384401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:53.384430] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:53.387844] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-15T20:30:53.388171] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-15T20:30:53.388310] [INFO ] [sig       ] RPTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:53.531124] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RPTX.txt
[2025-12-15T20:30:53.531255] [INFO ] [sig       ] [2783/3591] Completed RPTX in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:53.531304] [INFO ] [sig       ] [2784/3591] Forecasting RQI...
[2025-12-15T20:30:53.531336] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-15T20:30:53.531367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-15T20:30:53.543288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-15T20:30:53.543775] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-15T20:30:53.544599] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-15T20:30:53.544650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:53.544682] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:53.544708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:53.544764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:53.600911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:53.601825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:53.601911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:53.601944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:53.728080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:53.728239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:53.728280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:53.728309] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:53.731836] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-15T20:30:53.732143] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-15T20:30:53.732277] [INFO ] [sig       ] RQI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:53.870246] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RQI.txt
[2025-12-15T20:30:53.870409] [INFO ] [sig       ] [2784/3591] Completed RQI in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:53.870451] [INFO ] [sig       ] [2785/3591] Forecasting RRBI...
[2025-12-15T20:30:53.870482] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-15T20:30:53.870513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-15T20:30:53.880967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-15T20:30:53.881377] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-15T20:30:53.882198] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-15T20:30:53.882250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:53.882282] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:53.882308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:53.882364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:53.937042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:53.937928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:53.938013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:53.938045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:54.040861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:54.041022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:54.041062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:54.041090] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:54.044440] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=69.10%)
[2025-12-15T20:30:54.044806] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-15T20:30:54.044943] [INFO ] [sig       ] RRBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:54.192610] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RRBI.txt
[2025-12-15T20:30:54.192765] [INFO ] [sig       ] [2785/3591] Completed RRBI in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:54.192808] [INFO ] [sig       ] [2786/3591] Forecasting RRC...
[2025-12-15T20:30:54.192837] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-15T20:30:54.192867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-15T20:30:54.204779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-15T20:30:54.205151] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-15T20:30:54.205934] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-15T20:30:54.205984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:54.206015] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:54.206041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:54.206097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:54.263170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:54.264036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:54.264115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:54.264148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:54.384089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:54.384251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:54.384288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:54.384316] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:54.387679] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-15T20:30:54.387982] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-15T20:30:54.388107] [INFO ] [sig       ] RRC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:54.528295] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RRC.txt
[2025-12-15T20:30:54.528490] [INFO ] [sig       ] [2786/3591] Completed RRC in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:54.528540] [INFO ] [sig       ] [2787/3591] Forecasting RRGB...
[2025-12-15T20:30:54.528599] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-15T20:30:54.528636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-15T20:30:54.539753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-15T20:30:54.540122] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-15T20:30:54.540892] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-15T20:30:54.540943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:54.540975] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:54.541002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:54.541058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:54.596860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:54.597743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:54.597828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:54.597860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:54.719273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:54.719428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:54.719467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:54.719496] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:54.722840] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-15T20:30:54.723123] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-15T20:30:54.723245] [INFO ] [sig       ] RRGB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:54.867095] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RRGB.txt
[2025-12-15T20:30:54.867267] [INFO ] [sig       ] [2787/3591] Completed RRGB in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:54.867310] [INFO ] [sig       ] [2788/3591] Forecasting RRX...
[2025-12-15T20:30:54.867340] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-15T20:30:54.867369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-15T20:30:54.880654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-15T20:30:54.881062] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-15T20:30:54.881839] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-15T20:30:54.881890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:54.881921] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:54.881948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:54.882003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:54.937893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:54.938854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:54.938951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:54.939009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:55.057831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:55.057989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:55.058045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:55.058074] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:55.061754] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=14.08%)
[2025-12-15T20:30:55.062034] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-15T20:30:55.062164] [INFO ] [sig       ] RRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:55.200567] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RRX.txt
[2025-12-15T20:30:55.200735] [INFO ] [sig       ] [2788/3591] Completed RRX in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:55.200777] [INFO ] [sig       ] [2789/3591] Forecasting RS...
[2025-12-15T20:30:55.200806] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-15T20:30:55.200834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-15T20:30:55.211680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-15T20:30:55.211991] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-15T20:30:55.212778] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-15T20:30:55.212830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:55.212862] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:55.212889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:55.212946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:55.270849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:55.271696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:55.271781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:55.271814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:55.400447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:55.400612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:55.400652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:55.400681] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:55.403944] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=32.39%)
[2025-12-15T20:30:55.404210] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-15T20:30:55.404331] [INFO ] [sig       ] RS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:55.549661] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RS.txt
[2025-12-15T20:30:55.549812] [INFO ] [sig       ] [2789/3591] Completed RS in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-15T20:30:55.549853] [INFO ] [sig       ] [2790/3591] Forecasting RSG...
[2025-12-15T20:30:55.549884] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-15T20:30:55.549913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-15T20:30:55.560910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-15T20:30:55.561242] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-15T20:30:55.561997] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-15T20:30:55.562047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:55.562103] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:55.562131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:55.562187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:55.617357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:55.618068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:55.618146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:55.618177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:55.740159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:55.740316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:55.740356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:55.740384] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:55.743830] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-12-15T20:30:55.744118] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-15T20:30:55.744243] [INFO ] [sig       ] RSG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:55.882922] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RSG.txt
[2025-12-15T20:30:55.883074] [INFO ] [sig       ] [2790/3591] Completed RSG in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-15T20:30:55.883115] [INFO ] [sig       ] [2791/3591] Forecasting RSI...
[2025-12-15T20:30:55.883146] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-15T20:30:55.883176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-15T20:30:55.897934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-15T20:30:55.898374] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-15T20:30:55.899240] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-15T20:30:55.899292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:55.899324] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:55.899350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:55.899406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:55.955450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:55.956327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:55.956432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:55.956466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:56.077599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:56.077757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:56.077797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:56.077826] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:56.081130] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-15T20:30:56.081411] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-15T20:30:56.081539] [INFO ] [sig       ] RSI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:56.219278] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RSI.txt
[2025-12-15T20:30:56.219437] [INFO ] [sig       ] [2791/3591] Completed RSI in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:56.219480] [INFO ] [sig       ] [2792/3591] Forecasting RSKD...
[2025-12-15T20:30:56.219509] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-15T20:30:56.219539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-15T20:30:56.231146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-15T20:30:56.231565] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-15T20:30:56.232331] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-15T20:30:56.232383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:56.232458] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:56.232487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:56.232548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:56.287868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:56.288740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:56.288821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:56.288853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:56.401116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:56.401280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:56.401320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:56.401347] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:56.404659] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=85.21%)
[2025-12-15T20:30:56.404931] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-15T20:30:56.405061] [INFO ] [sig       ] RSKD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:56.544273] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RSKD.txt
[2025-12-15T20:30:56.544430] [INFO ] [sig       ] [2792/3591] Completed RSKD in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:56.544472] [INFO ] [sig       ] [2793/3591] Forecasting RSSS...
[2025-12-15T20:30:56.544501] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-15T20:30:56.544534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-15T20:30:56.555791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-15T20:30:56.556210] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-15T20:30:56.557016] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-15T20:30:56.557067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:56.557098] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:56.557125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:56.557181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:56.613596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:56.614470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:56.614557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:56.614610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:56.730201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:56.730356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:56.730393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:56.730451] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:56.733767] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=57.46%)
[2025-12-15T20:30:56.734051] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-15T20:30:56.734178] [INFO ] [sig       ] RSSS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:56.871924] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RSSS.txt
[2025-12-15T20:30:56.872084] [INFO ] [sig       ] [2793/3591] Completed RSSS in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:56.872125] [INFO ] [sig       ] [2794/3591] Forecasting RTO...
[2025-12-15T20:30:56.872155] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-15T20:30:56.872184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-15T20:30:56.883142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-15T20:30:56.883537] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-15T20:30:56.884328] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-15T20:30:56.884379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:56.884410] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:56.884437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:56.884494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:56.939588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:56.940430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:56.940515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:56.940546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:57.064564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:57.064754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:57.064795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:57.064824] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:57.068312] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-15T20:30:57.068642] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-15T20:30:57.068784] [INFO ] [sig       ] RTO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:57.212179] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RTO.txt
[2025-12-15T20:30:57.212335] [INFO ] [sig       ] [2794/3591] Completed RTO in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:57.212377] [INFO ] [sig       ] [2795/3591] Forecasting RUM...
[2025-12-15T20:30:57.212408] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-15T20:30:57.212440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-15T20:30:57.224212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-15T20:30:57.224624] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-15T20:30:57.225386] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-15T20:30:57.225437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:57.225468] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:57.225496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:57.225564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:57.281408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:57.282245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:57.282325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:57.282357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:57.399743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:57.399900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:57.399938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:57.399966] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:57.403273] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=72.34%)
[2025-12-15T20:30:57.403564] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-15T20:30:57.403733] [INFO ] [sig       ] RUM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:57.542477] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RUM.txt
[2025-12-15T20:30:57.542636] [INFO ] [sig       ] [2795/3591] Completed RUM in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:57.542679] [INFO ] [sig       ] [2796/3591] Forecasting RUN...
[2025-12-15T20:30:57.542714] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-15T20:30:57.542745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-15T20:30:57.554239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-15T20:30:57.554636] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-15T20:30:57.555392] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-15T20:30:57.555443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:57.555473] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:57.555499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:57.555553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:57.610938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:57.611722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:57.611803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:57.611834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:57.730176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:57.730329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:57.730370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:57.730397] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:57.733734] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=61.86%)
[2025-12-15T20:30:57.734003] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-15T20:30:57.734123] [INFO ] [sig       ] RUN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:57.873659] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RUN.txt
[2025-12-15T20:30:57.873813] [INFO ] [sig       ] [2796/3591] Completed RUN in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:57.873854] [INFO ] [sig       ] [2797/3591] Forecasting RUNN...
[2025-12-15T20:30:57.873883] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-15T20:30:57.873913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-15T20:30:57.884688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-15T20:30:57.885029] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-15T20:30:57.885797] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-15T20:30:57.885847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:57.885879] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:57.885906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:57.885963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:57.943535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:57.944315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:57.944397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:57.944430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:58.069004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:58.069177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:58.069243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:58.069275] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:58.072741] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-15T20:30:58.073017] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-15T20:30:58.073150] [INFO ] [sig       ] RUNN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:58.220281] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RUNN.txt
[2025-12-15T20:30:58.220426] [INFO ] [sig       ] [2797/3591] Completed RUNN in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:58.220482] [INFO ] [sig       ] [2798/3591] Forecasting RUSHA...
[2025-12-15T20:30:58.220515] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-15T20:30:58.220547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-15T20:30:58.233296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-15T20:30:58.233780] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-15T20:30:58.234543] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-15T20:30:58.234609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:58.234642] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:58.234669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:58.234725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:58.293015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:58.293926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:58.294034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:58.294067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:58.417411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:58.417609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:58.417658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:58.417692] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:58.421603] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-12-15T20:30:58.422112] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-15T20:30:58.422249] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:58.563504] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RUSHA.txt
[2025-12-15T20:30:58.563681] [INFO ] [sig       ] [2798/3591] Completed RUSHA in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:58.563724] [INFO ] [sig       ] [2799/3591] Forecasting RUSHB...
[2025-12-15T20:30:58.563755] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-15T20:30:58.563785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-15T20:30:58.574517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-15T20:30:58.574935] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-15T20:30:58.575755] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-15T20:30:58.575807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:58.575839] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:58.575867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:58.575924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:58.632874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:58.633700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:58.633782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:58.633815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:58.739030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:58.739190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:58.739230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:58.739275] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:58.742778] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-15T20:30:58.743064] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-15T20:30:58.743191] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:58.883119] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RUSHB.txt
[2025-12-15T20:30:58.883244] [INFO ] [sig       ] [2799/3591] Completed RUSHB in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:58.883284] [INFO ] [sig       ] [2800/3591] Forecasting RVMD...
[2025-12-15T20:30:58.883312] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-15T20:30:58.883341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-15T20:30:58.894350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-15T20:30:58.894689] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-15T20:30:58.895434] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-15T20:30:58.895486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:58.895518] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:58.895545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:58.895620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:58.951394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:58.951998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:58.952101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:58.952134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:59.075190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:59.075342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:59.075381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:59.075409] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:59.078714] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=48.01%)
[2025-12-15T20:30:59.079003] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-15T20:30:59.079130] [INFO ] [sig       ] RVMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:59.219058] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RVMD.txt
[2025-12-15T20:30:59.219180] [INFO ] [sig       ] [2800/3591] Completed RVMD in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:59.219219] [INFO ] [sig       ] [2801/3591] Forecasting RVSB...
[2025-12-15T20:30:59.219249] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-15T20:30:59.219277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-15T20:30:59.232972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-15T20:30:59.233322] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-15T20:30:59.234089] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-15T20:30:59.234139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:59.234170] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:59.234196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:59.234252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:59.290258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:59.290903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:59.291007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:59.291041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:59.411627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:59.411754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:59.411791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:59.411819] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:59.414990] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=51.04%)
[2025-12-15T20:30:59.415253] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-15T20:30:59.415377] [INFO ] [sig       ] RVSB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:30:59.556070] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RVSB.txt
[2025-12-15T20:30:59.556214] [INFO ] [sig       ] [2801/3591] Completed RVSB in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:59.556253] [INFO ] [sig       ] [2802/3591] Forecasting RVTY...
[2025-12-15T20:30:59.556285] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-15T20:30:59.556315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-15T20:30:59.567647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-15T20:30:59.567961] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-15T20:30:59.568718] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-15T20:30:59.568768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:59.568798] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:59.568824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:59.568884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:59.624759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:59.625568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:59.625684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:59.625723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:30:59.746340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:30:59.746490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:30:59.746528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:30:59.746556] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:30:59.750029] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-15T20:30:59.750290] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-15T20:30:59.750411] [INFO ] [sig       ] RVTY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:30:59.891011] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RVTY.txt
[2025-12-15T20:30:59.891161] [INFO ] [sig       ] [2802/3591] Completed RVTY in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:30:59.891203] [INFO ] [sig       ] [2803/3591] Forecasting RWAY...
[2025-12-15T20:30:59.891234] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-15T20:30:59.891264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-15T20:30:59.902447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-15T20:30:59.902870] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-15T20:30:59.903665] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-15T20:30:59.903716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:30:59.903747] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:30:59.903791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:30:59.903849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:30:59.958705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:30:59.959556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:30:59.959658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:30:59.959690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:00.082115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:00.082311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:00.082352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:00.082381] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:00.085967] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-15T20:31:00.086316] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-15T20:31:00.086462] [INFO ] [sig       ] RWAY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:00.225632] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RWAY.txt
[2025-12-15T20:31:00.225794] [INFO ] [sig       ] [2803/3591] Completed RWAY in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:31:00.225836] [INFO ] [sig       ] [2804/3591] Forecasting RXO...
[2025-12-15T20:31:00.225866] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-15T20:31:00.225895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-15T20:31:00.237393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-15T20:31:00.237824] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-15T20:31:00.238652] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-15T20:31:00.238705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:00.238738] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:00.238764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:00.238822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:00.294334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:00.295246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:00.295328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:00.295361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:00.416245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:00.416412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:00.416452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:00.416481] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:00.419875] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-15T20:31:00.420146] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-15T20:31:00.420274] [INFO ] [sig       ] RXO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:00.562191] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RXO.txt
[2025-12-15T20:31:00.562348] [INFO ] [sig       ] [2804/3591] Completed RXO in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:31:00.562390] [INFO ] [sig       ] [2805/3591] Forecasting RXRX...
[2025-12-15T20:31:00.562419] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-15T20:31:00.562450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-15T20:31:00.573154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-15T20:31:00.573541] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-15T20:31:00.574337] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-15T20:31:00.574387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:00.574417] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:00.574444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:00.574499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:00.629979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:00.630768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:00.630849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:00.630882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:00.751331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:00.751489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:00.751529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:00.751558] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:00.754985] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-15T20:31:00.755251] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-15T20:31:00.755371] [INFO ] [sig       ] RXRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:00.900391] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RXRX.txt
[2025-12-15T20:31:00.900553] [INFO ] [sig       ] [2805/3591] Completed RXRX in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:31:00.900617] [INFO ] [sig       ] [2806/3591] Forecasting RY...
[2025-12-15T20:31:00.900649] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-15T20:31:00.900679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-15T20:31:00.912123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-15T20:31:00.912484] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-15T20:31:00.913261] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-15T20:31:00.913314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:00.913347] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:00.913374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:00.913429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:00.969016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:00.969803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:00.969895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:00.969929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:01.092085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:01.092197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:01.092235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:01.092264] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:01.095453] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-15T20:31:01.095740] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-15T20:31:01.095864] [INFO ] [sig       ] RY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:01.234644] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RY.txt
[2025-12-15T20:31:01.234796] [INFO ] [sig       ] [2806/3591] Completed RY in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:31:01.235027] [INFO ] [sig       ] [2807/3591] Forecasting RYAAY...
[2025-12-15T20:31:01.235056] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-15T20:31:01.235092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-15T20:31:01.246021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-15T20:31:01.246400] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-15T20:31:01.247174] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-15T20:31:01.247226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:01.247288] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:01.247316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:01.247372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:01.304596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:01.305508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:01.305611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:01.305652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:01.426886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:01.427048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:01.427088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:01.427116] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:01.430425] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-15T20:31:01.430726] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-15T20:31:01.430859] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:01.567737] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RYAAY.txt
[2025-12-15T20:31:01.567896] [INFO ] [sig       ] [2807/3591] Completed RYAAY in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-15T20:31:01.567939] [INFO ] [sig       ] [2808/3591] Forecasting RYAM...
[2025-12-15T20:31:01.567969] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-15T20:31:01.567999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-15T20:31:01.578685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-15T20:31:01.579134] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-15T20:31:01.579903] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-15T20:31:01.579954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:01.579985] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:01.580011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:01.580066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:01.636033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:01.636941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:01.637026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:01.637058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:01.763302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:01.763466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:01.763510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:01.763539] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:01.767473] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-15T20:31:01.767786] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-15T20:31:01.768093] [INFO ] [sig       ] RYAM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:01.907837] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RYAM.txt
[2025-12-15T20:31:01.908003] [INFO ] [sig       ] [2808/3591] Completed RYAM in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:01.908046] [INFO ] [sig       ] [2809/3591] Forecasting RYAN...
[2025-12-15T20:31:01.908074] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-15T20:31:01.908103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-15T20:31:01.922815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-15T20:31:01.923261] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-15T20:31:01.924158] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-15T20:31:01.924209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:01.924242] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:01.924268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:01.924324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:01.979232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:01.979882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:01.979978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:01.980020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:02.098264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:02.098424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:02.098465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:02.098494] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:02.101898] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-15T20:31:02.102172] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-15T20:31:02.102295] [INFO ] [sig       ] RYAN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:02.237084] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RYAN.txt
[2025-12-15T20:31:02.237223] [INFO ] [sig       ] [2809/3591] Completed RYAN in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:02.237265] [INFO ] [sig       ] [2810/3591] Forecasting RYI...
[2025-12-15T20:31:02.237293] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-15T20:31:02.237323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-15T20:31:02.249835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-15T20:31:02.250222] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-15T20:31:02.250984] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-15T20:31:02.251034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:02.251066] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:02.251093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:02.251149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:02.307300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:02.307940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:02.308038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:02.308082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:02.427705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:02.427859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:02.427898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:02.427972] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:02.431319] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-15T20:31:02.431612] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-15T20:31:02.431738] [INFO ] [sig       ] RYI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:02.567825] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RYI.txt
[2025-12-15T20:31:02.567955] [INFO ] [sig       ] [2810/3591] Completed RYI in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:02.567996] [INFO ] [sig       ] [2811/3591] Forecasting RYN...
[2025-12-15T20:31:02.568025] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-15T20:31:02.568055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-15T20:31:02.578684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-15T20:31:02.579061] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-15T20:31:02.579837] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-15T20:31:02.579889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:02.579920] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:02.579947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:02.580003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:02.635729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:02.636379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:02.636457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:02.636490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:02.752100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:02.752273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:02.752316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:02.752343] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:02.755812] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-12-15T20:31:02.756126] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-15T20:31:02.756274] [INFO ] [sig       ] RYN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:02.893187] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/RYN.txt
[2025-12-15T20:31:02.893317] [INFO ] [sig       ] [2811/3591] Completed RYN in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:02.893356] [INFO ] [sig       ] [2812/3591] Forecasting RYTM...
[2025-12-15T20:31:02.893385] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-15T20:31:02.893415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-15T20:31:02.904389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-15T20:31:02.904781] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-15T20:31:02.905525] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-15T20:31:02.905599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:02.905633] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:02.905660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:02.905717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:02.961995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:02.962820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:02.962918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:02.962952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:03.083801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:03.083960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:03.083998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:03.084026] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:03.087281] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-12-15T20:31:03.087543] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-15T20:31:03.087715] [INFO ] [sig       ] RYTM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:03.223545] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RYTM.txt
[2025-12-15T20:31:03.223709] [INFO ] [sig       ] [2812/3591] Completed RYTM in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:03.223758] [INFO ] [sig       ] [2813/3591] Forecasting RZB...
[2025-12-15T20:31:03.223789] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-15T20:31:03.223821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-15T20:31:03.234388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-15T20:31:03.234766] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-15T20:31:03.235498] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-15T20:31:03.235548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:03.235606] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:03.235636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:03.235696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:03.290217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:03.290813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:03.290887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:03.290919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:03.407394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:03.407548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:03.407622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:03.407660] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:03.411022] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-12-15T20:31:03.411292] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-15T20:31:03.411413] [INFO ] [sig       ] RZB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:03.558266] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RZB.txt
[2025-12-15T20:31:03.558463] [INFO ] [sig       ] [2813/3591] Completed RZB in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:03.558507] [INFO ] [sig       ] [2814/3591] Forecasting RZC...
[2025-12-15T20:31:03.558537] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-15T20:31:03.558567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-15T20:31:03.569676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-15T20:31:03.570027] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-15T20:31:03.570869] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-15T20:31:03.570931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:03.570965] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:03.570991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:03.571060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:03.626951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:03.627612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:03.627712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:03.627753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:03.744935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:03.745067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:03.745107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:03.745134] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:03.748474] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-12-15T20:31:03.748770] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-15T20:31:03.748893] [INFO ] [sig       ] RZC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:03.887535] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/RZC.txt
[2025-12-15T20:31:03.887692] [INFO ] [sig       ] [2814/3591] Completed RZC in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:03.887742] [INFO ] [sig       ] [2815/3591] Forecasting S...
[2025-12-15T20:31:03.887778] [INFO ] [sig       ] Generating forecast for: S
[2025-12-15T20:31:03.887815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-15T20:31:03.899513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-15T20:31:03.899870] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-15T20:31:03.900628] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-15T20:31:03.900678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:03.900715] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:03.900747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:03.900815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:03.956768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:03.957618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:03.957700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:03.957736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:04.083682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:04.083852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:04.083891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:04.083919] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:04.087348] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-15T20:31:04.087648] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-15T20:31:04.087783] [INFO ] [sig       ] S: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:04.227876] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/S.txt
[2025-12-15T20:31:04.228216] [INFO ] [sig       ] [2815/3591] Completed S in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:04.228258] [INFO ] [sig       ] [2816/3591] Forecasting SA...
[2025-12-15T20:31:04.228288] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-15T20:31:04.228317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-15T20:31:04.239299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-15T20:31:04.239632] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-15T20:31:04.240384] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-15T20:31:04.240446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:04.240479] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:04.240506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:04.240561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:04.297740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:04.298492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:04.298593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:04.298630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:04.426691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:04.426837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:04.426876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:04.426905] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:04.430220] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-15T20:31:04.430485] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-15T20:31:04.430637] [INFO ] [sig       ] SA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:04.575050] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SA.txt
[2025-12-15T20:31:04.575212] [INFO ] [sig       ] [2816/3591] Completed SA in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:04.575254] [INFO ] [sig       ] [2817/3591] Forecasting SAFE...
[2025-12-15T20:31:04.575283] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-15T20:31:04.575313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-15T20:31:04.586355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-15T20:31:04.586770] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-15T20:31:04.587522] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-15T20:31:04.587589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:04.587622] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:04.587649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:04.587716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:04.646012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:04.646843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:04.646926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:04.646995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:04.769652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:04.769810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:04.769849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:04.769878] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:04.773200] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-12-15T20:31:04.773473] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-15T20:31:04.773613] [INFO ] [sig       ] SAFE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:04.918762] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SAFE.txt
[2025-12-15T20:31:04.918935] [INFO ] [sig       ] [2817/3591] Completed SAFE in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:04.919005] [INFO ] [sig       ] [2818/3591] Forecasting SAH...
[2025-12-15T20:31:04.919038] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-15T20:31:04.919068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-15T20:31:04.930182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-15T20:31:04.930535] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-15T20:31:04.931306] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-15T20:31:04.931357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:04.931388] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:04.931415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:04.931471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:04.987470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:04.988292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:04.988374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:04.988407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:05.110455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:05.110627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:05.110669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:05.110705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:05.114061] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=58.44%)
[2025-12-15T20:31:05.114332] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-15T20:31:05.114454] [INFO ] [sig       ] SAH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:05.253512] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SAH.txt
[2025-12-15T20:31:05.253660] [INFO ] [sig       ] [2818/3591] Completed SAH in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:05.253702] [INFO ] [sig       ] [2819/3591] Forecasting SAIA...
[2025-12-15T20:31:05.253732] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-15T20:31:05.253761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-15T20:31:05.265181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-15T20:31:05.265544] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-15T20:31:05.266324] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-15T20:31:05.266375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:05.266407] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:05.266434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:05.266490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:05.322738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:05.323420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:05.323499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:05.323532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:05.446481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:05.446647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:05.446689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:05.446717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:05.450066] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=70.24%)
[2025-12-15T20:31:05.450333] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-15T20:31:05.450453] [INFO ] [sig       ] SAIA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:05.591112] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SAIA.txt
[2025-12-15T20:31:05.591251] [INFO ] [sig       ] [2819/3591] Completed SAIA in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:05.591297] [INFO ] [sig       ] [2820/3591] Forecasting SAIC...
[2025-12-15T20:31:05.591327] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-15T20:31:05.591357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-15T20:31:05.602551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-15T20:31:05.602910] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-15T20:31:05.603693] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-15T20:31:05.603755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:05.603792] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:05.603825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:05.603891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:05.660611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:05.661339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:05.661421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:05.661453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:05.785175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:05.785329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:05.785369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:05.785396] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:05.788696] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2025-12-15T20:31:05.788960] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-15T20:31:05.789106] [INFO ] [sig       ] SAIC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:05.928560] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SAIC.txt
[2025-12-15T20:31:05.928744] [INFO ] [sig       ] [2820/3591] Completed SAIC in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:05.928785] [INFO ] [sig       ] [2821/3591] Forecasting SAM...
[2025-12-15T20:31:05.928819] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-15T20:31:05.928852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-15T20:31:05.939429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-15T20:31:05.939813] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-15T20:31:05.940562] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-15T20:31:05.940631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:05.940664] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:05.940691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:05.940750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:05.995850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:05.996742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:05.996826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:05.996859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:06.117451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:06.117761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:06.117803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:06.117838] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:06.121376] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-12-15T20:31:06.121672] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-15T20:31:06.121833] [INFO ] [sig       ] SAM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:06.262174] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SAM.txt
[2025-12-15T20:31:06.262322] [INFO ] [sig       ] [2821/3591] Completed SAM in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:06.262364] [INFO ] [sig       ] [2822/3591] Forecasting SAMG...
[2025-12-15T20:31:06.262394] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-15T20:31:06.262424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-15T20:31:06.274129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-15T20:31:06.274483] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-15T20:31:06.275304] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-15T20:31:06.275357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:06.275389] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:06.275415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:06.275472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:06.332743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:06.333620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:06.333707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:06.333739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:06.454088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:06.454241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:06.454280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:06.454309] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:06.457688] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-12-15T20:31:06.457986] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-15T20:31:06.458108] [INFO ] [sig       ] SAMG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:06.599359] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SAMG.txt
[2025-12-15T20:31:06.599518] [INFO ] [sig       ] [2822/3591] Completed SAMG in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:06.599562] [INFO ] [sig       ] [2823/3591] Forecasting SAN...
[2025-12-15T20:31:06.599612] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-15T20:31:06.599644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-15T20:31:06.611521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-15T20:31:06.611919] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-15T20:31:06.612681] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-15T20:31:06.612732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:06.612764] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:06.612790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:06.612846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:06.668135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:06.669018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:06.669102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:06.669134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:06.791305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:06.791466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:06.791556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:06.791616] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:06.795100] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-15T20:31:06.795379] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-15T20:31:06.795511] [INFO ] [sig       ] SAN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:06.941419] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SAN.txt
[2025-12-15T20:31:06.941584] [INFO ] [sig       ] [2823/3591] Completed SAN in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:06.941630] [INFO ] [sig       ] [2824/3591] Forecasting SANA...
[2025-12-15T20:31:06.941659] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-15T20:31:06.941688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-15T20:31:06.953659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-15T20:31:06.954073] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-15T20:31:06.954890] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-15T20:31:06.954941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:06.955004] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:06.955031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:06.955088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:07.009661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:07.010374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:07.010457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:07.010488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:07.132010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:07.132192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:07.132250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:07.132285] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:07.135801] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2025-12-15T20:31:07.136093] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-15T20:31:07.136226] [INFO ] [sig       ] SANA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:07.278236] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SANA.txt
[2025-12-15T20:31:07.278393] [INFO ] [sig       ] [2824/3591] Completed SANA in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:07.278436] [INFO ] [sig       ] [2825/3591] Forecasting SANM...
[2025-12-15T20:31:07.278466] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-15T20:31:07.278495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-15T20:31:07.291074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-15T20:31:07.291493] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-15T20:31:07.292373] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-15T20:31:07.292427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:07.292460] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:07.292487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:07.292544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:07.350985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:07.351852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:07.351956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:07.351990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:07.480724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:07.480918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:07.480971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:07.481009] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:07.484476] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=67.68%)
[2025-12-15T20:31:07.484772] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-15T20:31:07.484908] [INFO ] [sig       ] SANM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:07.631460] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SANM.txt
[2025-12-15T20:31:07.631629] [INFO ] [sig       ] [2825/3591] Completed SANM in 0.4s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-15T20:31:07.631677] [INFO ] [sig       ] [2826/3591] Forecasting SAP...
[2025-12-15T20:31:07.631706] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-15T20:31:07.631736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-15T20:31:07.646005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-15T20:31:07.646698] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-15T20:31:07.647778] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-15T20:31:07.647833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:07.647868] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:07.647895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:07.647954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:07.708266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:07.709722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:07.709834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:07.709869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:07.836674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:07.836913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:07.836959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:07.836989] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:07.841195] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=90.53%)
[2025-12-15T20:31:07.841566] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-15T20:31:07.841742] [INFO ] [sig       ] SAP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:07.997200] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SAP.txt
[2025-12-15T20:31:07.997437] [INFO ] [sig       ] [2826/3591] Completed SAP in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:07.997485] [INFO ] [sig       ] [2827/3591] Forecasting SARK...
[2025-12-15T20:31:07.997518] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-15T20:31:07.997553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-15T20:31:08.011739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-15T20:31:08.012340] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-15T20:31:08.013432] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-15T20:31:08.013500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:08.013589] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:08.013641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:08.013727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:08.071921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:08.072806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:08.072894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:08.072928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:08.196316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:08.196482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:08.196523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:08.196607] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:08.200622] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-12-15T20:31:08.201031] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-15T20:31:08.201203] [INFO ] [sig       ] SARK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:08.348520] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SARK.txt
[2025-12-15T20:31:08.348703] [INFO ] [sig       ] [2827/3591] Completed SARK in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:08.348752] [INFO ] [sig       ] [2828/3591] Forecasting SATL...
[2025-12-15T20:31:08.348796] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-15T20:31:08.348842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-15T20:31:08.363165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-15T20:31:08.363792] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-15T20:31:08.364719] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-15T20:31:08.364772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:08.364805] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:08.364832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:08.364891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:08.422595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:08.423657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:08.423754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:08.423787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:08.539300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:08.539474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:08.539514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:08.539543] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:08.542950] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=31.88%)
[2025-12-15T20:31:08.543281] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-15T20:31:08.543424] [INFO ] [sig       ] SATL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:08.686554] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SATL.txt
[2025-12-15T20:31:08.686733] [INFO ] [sig       ] [2828/3591] Completed SATL in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:08.686774] [INFO ] [sig       ] [2829/3591] Forecasting SATS...
[2025-12-15T20:31:08.686806] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-15T20:31:08.686836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-15T20:31:08.700395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-15T20:31:08.701044] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-15T20:31:08.702008] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-15T20:31:08.702064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:08.702098] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:08.702126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:08.702187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:08.759276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:08.760339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:08.760437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:08.760472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:08.887049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:08.887316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:08.887363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:08.887404] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:08.891852] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2025-12-15T20:31:08.892345] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-15T20:31:08.892522] [INFO ] [sig       ] SATS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:09.052035] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SATS.txt
[2025-12-15T20:31:09.052262] [INFO ] [sig       ] [2829/3591] Completed SATS in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:09.052318] [INFO ] [sig       ] [2830/3591] Forecasting SAVA...
[2025-12-15T20:31:09.052350] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-15T20:31:09.052388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-15T20:31:09.068912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-15T20:31:09.069401] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-15T20:31:09.070257] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-15T20:31:09.070309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:09.070340] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:09.070366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:09.070421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:09.125262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:09.125961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:09.126042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:09.126075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:09.243651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:09.243822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:09.243862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:09.243890] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:09.247227] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-15T20:31:09.247495] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-15T20:31:09.247633] [INFO ] [sig       ] SAVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:09.382142] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SAVA.txt
[2025-12-15T20:31:09.382281] [INFO ] [sig       ] [2830/3591] Completed SAVA in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:09.382322] [INFO ] [sig       ] [2831/3591] Forecasting SB...
[2025-12-15T20:31:09.382360] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-15T20:31:09.382391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-15T20:31:09.393596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-15T20:31:09.393987] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-15T20:31:09.394816] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-15T20:31:09.394868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:09.394901] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:09.394927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:09.394983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:09.451559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:09.452356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:09.452444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:09.452477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:09.571466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:09.571621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:09.571664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:09.571692] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:09.575108] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-15T20:31:09.575382] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-15T20:31:09.575507] [INFO ] [sig       ] SB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:09.715565] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SB.txt
[2025-12-15T20:31:09.715716] [INFO ] [sig       ] [2831/3591] Completed SB in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:09.715759] [INFO ] [sig       ] [2832/3591] Forecasting SBAC...
[2025-12-15T20:31:09.715788] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-15T20:31:09.715817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-15T20:31:09.727177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-15T20:31:09.727532] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-15T20:31:09.728334] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-15T20:31:09.728387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:09.728419] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:09.728445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:09.728502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:09.786117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:09.786832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:09.786914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:09.786948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:09.907736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:09.907896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:09.907939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:09.907967] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:09.911352] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-15T20:31:09.911648] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-15T20:31:09.911771] [INFO ] [sig       ] SBAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:10.052644] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SBAC.txt
[2025-12-15T20:31:10.052806] [INFO ] [sig       ] [2832/3591] Completed SBAC in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:10.052847] [INFO ] [sig       ] [2833/3591] Forecasting SBCF...
[2025-12-15T20:31:10.052877] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-15T20:31:10.052906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-15T20:31:10.064121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-15T20:31:10.064498] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-15T20:31:10.065304] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-15T20:31:10.065356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:10.065388] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:10.065414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:10.065470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:10.129069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:10.130069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:10.130164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:10.130199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:10.269283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:10.269449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:10.269490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:10.269517] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:10.273118] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-12-15T20:31:10.273471] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-15T20:31:10.273634] [INFO ] [sig       ] SBCF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:10.410446] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SBCF.txt
[2025-12-15T20:31:10.410589] [INFO ] [sig       ] [2833/3591] Completed SBCF in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:10.410629] [INFO ] [sig       ] [2834/3591] Forecasting SBFM...
[2025-12-15T20:31:10.410658] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-15T20:31:10.410688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-15T20:31:10.421309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-15T20:31:10.421634] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-15T20:31:10.422369] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-15T20:31:10.422419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:10.422450] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:10.422478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:10.422533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:10.477298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:10.477918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:10.478023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:10.478060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:10.599407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:10.599566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:10.599624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:10.599670] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:10.603038] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=36.34%)
[2025-12-15T20:31:10.603302] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-15T20:31:10.603420] [INFO ] [sig       ] SBFM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:10.744900] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SBFM.txt
[2025-12-15T20:31:10.745035] [INFO ] [sig       ] [2834/3591] Completed SBFM in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:10.745075] [INFO ] [sig       ] [2835/3591] Forecasting SBGI...
[2025-12-15T20:31:10.745106] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-15T20:31:10.745136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-15T20:31:10.757954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-15T20:31:10.758359] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-15T20:31:10.759208] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-15T20:31:10.759259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:10.759290] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:10.759316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:10.759372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:10.817213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:10.818091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:10.818176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:10.818209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:10.936534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:10.936737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:10.936779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:10.936807] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:10.940291] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=45.06%)
[2025-12-15T20:31:10.940589] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-15T20:31:10.940719] [INFO ] [sig       ] SBGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:11.078782] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SBGI.txt
[2025-12-15T20:31:11.078950] [INFO ] [sig       ] [2835/3591] Completed SBGI in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:11.079015] [INFO ] [sig       ] [2836/3591] Forecasting SBH...
[2025-12-15T20:31:11.079046] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-15T20:31:11.079076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-15T20:31:11.090253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-15T20:31:11.090649] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-15T20:31:11.091400] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-15T20:31:11.091450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:11.091481] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:11.091508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:11.091563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:11.146199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:11.146854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:11.146932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:11.146980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:11.266971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:11.267123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:11.267163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:11.267191] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:11.270448] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-12-15T20:31:11.270731] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-15T20:31:11.270850] [INFO ] [sig       ] SBH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:11.406063] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SBH.txt
[2025-12-15T20:31:11.406189] [INFO ] [sig       ] [2836/3591] Completed SBH in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:11.406228] [INFO ] [sig       ] [2837/3591] Forecasting SBI...
[2025-12-15T20:31:11.406257] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-15T20:31:11.406287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-15T20:31:11.416765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-15T20:31:11.417120] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-15T20:31:11.417880] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-15T20:31:11.417931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:11.417962] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:11.417989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:11.418044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:11.472931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:11.473535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:11.473629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:11.473662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:11.588848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:11.589022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:11.589064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:11.589091] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:11.592391] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-15T20:31:11.592678] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-15T20:31:11.592798] [INFO ] [sig       ] SBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:11.734145] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SBI.txt
[2025-12-15T20:31:11.734327] [INFO ] [sig       ] [2837/3591] Completed SBI in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:11.734370] [INFO ] [sig       ] [2838/3591] Forecasting SBLK...
[2025-12-15T20:31:11.734411] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-15T20:31:11.734442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-15T20:31:11.745746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-15T20:31:11.746163] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-15T20:31:11.746983] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-15T20:31:11.747035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:11.747068] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:11.747096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:11.747176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:11.802091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:11.802737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:11.802812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:11.802844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:11.918439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:11.918610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:11.918649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:11.918677] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:11.921999] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-15T20:31:11.922262] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-15T20:31:11.922382] [INFO ] [sig       ] SBLK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:12.059187] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SBLK.txt
[2025-12-15T20:31:12.059309] [INFO ] [sig       ] [2838/3591] Completed SBLK in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:12.059347] [INFO ] [sig       ] [2839/3591] Forecasting SBRA...
[2025-12-15T20:31:12.059376] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-15T20:31:12.059405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-15T20:31:12.071330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-15T20:31:12.071708] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-15T20:31:12.072482] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-15T20:31:12.072532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:12.072563] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:12.072616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:12.072673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:12.127380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:12.128193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:12.128279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:12.128310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:12.244869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:12.245031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:12.245070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:12.245098] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:12.248524] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-12-15T20:31:12.248809] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-15T20:31:12.248931] [INFO ] [sig       ] SBRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:12.385222] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SBRA.txt
[2025-12-15T20:31:12.385355] [INFO ] [sig       ] [2839/3591] Completed SBRA in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:12.385395] [INFO ] [sig       ] [2840/3591] Forecasting SBS...
[2025-12-15T20:31:12.385424] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-15T20:31:12.385455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-15T20:31:12.396428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-15T20:31:12.396809] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-15T20:31:12.397557] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-15T20:31:12.397647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:12.397681] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:12.397715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:12.397772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:12.452902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:12.453560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:12.453663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:12.453695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:12.587034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:12.587209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:12.587259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:12.587289] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:12.590821] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-15T20:31:12.591095] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-15T20:31:12.591220] [INFO ] [sig       ] SBS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:12.731719] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SBS.txt
[2025-12-15T20:31:12.731866] [INFO ] [sig       ] [2840/3591] Completed SBS in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:12.731906] [INFO ] [sig       ] [2841/3591] Forecasting SBSI...
[2025-12-15T20:31:12.731935] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-15T20:31:12.731964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-15T20:31:12.742885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-15T20:31:12.743234] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-15T20:31:12.744088] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-15T20:31:12.744139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:12.744202] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:12.744231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:12.744303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:12.801748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:12.802508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:12.802614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:12.802650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:12.917539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:12.917709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:12.917748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:12.917776] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:12.921131] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=66.61%)
[2025-12-15T20:31:12.921403] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-15T20:31:12.921521] [INFO ] [sig       ] SBSI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:13.058284] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SBSI.txt
[2025-12-15T20:31:13.058443] [INFO ] [sig       ] [2841/3591] Completed SBSI in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:13.058486] [INFO ] [sig       ] [2842/3591] Forecasting SBUX...
[2025-12-15T20:31:13.058517] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-15T20:31:13.058548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-15T20:31:13.069198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-15T20:31:13.069536] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-15T20:31:13.070322] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-15T20:31:13.070375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:13.070417] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:13.070454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:13.070514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:13.127733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:13.128548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:13.128646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:13.128681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:13.256725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:13.256861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:13.256901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:13.256930] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:13.261038] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=79.11%)
[2025-12-15T20:31:13.261506] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-15T20:31:13.261700] [INFO ] [sig       ] SBUX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:13.404396] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SBUX.txt
[2025-12-15T20:31:13.404533] [INFO ] [sig       ] [2842/3591] Completed SBUX in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-15T20:31:13.404591] [INFO ] [sig       ] [2843/3591] Forecasting SCD...
[2025-12-15T20:31:13.404624] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-15T20:31:13.404653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-15T20:31:13.417836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-15T20:31:13.418186] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-15T20:31:13.419055] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-15T20:31:13.419109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:13.419141] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:13.419168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:13.419225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:13.476960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:13.477842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:13.477941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:13.477983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:13.596550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:13.596716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:13.596756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:13.596784] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:13.600080] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-15T20:31:13.600362] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-15T20:31:13.600487] [INFO ] [sig       ] SCD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:13.738643] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SCD.txt
[2025-12-15T20:31:13.738788] [INFO ] [sig       ] [2843/3591] Completed SCD in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-15T20:31:13.738829] [INFO ] [sig       ] [2844/3591] Forecasting SCHL...
[2025-12-15T20:31:13.738859] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-15T20:31:13.738890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-15T20:31:13.749962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-15T20:31:13.750372] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-15T20:31:13.751174] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-15T20:31:13.751225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:13.751256] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:13.751283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:13.751339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:13.807876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:13.808706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:13.808788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:13.808821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:13.931202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:13.931354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:13.931391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:13.931452] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:13.934773] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-15T20:31:13.935076] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-15T20:31:13.935198] [INFO ] [sig       ] SCHL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:14.072542] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SCHL.txt
[2025-12-15T20:31:14.072711] [INFO ] [sig       ] [2844/3591] Completed SCHL in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:14.072752] [INFO ] [sig       ] [2845/3591] Forecasting SCI...
[2025-12-15T20:31:14.072780] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-15T20:31:14.072810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-15T20:31:14.083762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-15T20:31:14.084095] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-15T20:31:14.084866] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-15T20:31:14.084921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:14.084960] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:14.084993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:14.085062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:14.141441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:14.142148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:14.142226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:14.142258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:14.259516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:14.259686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:14.259727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:14.259755] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:14.263026] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=39.33%)
[2025-12-15T20:31:14.263325] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-15T20:31:14.263446] [INFO ] [sig       ] SCI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:14.401474] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SCI.txt
[2025-12-15T20:31:14.401617] [INFO ] [sig       ] [2845/3591] Completed SCI in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:14.401658] [INFO ] [sig       ] [2846/3591] Forecasting SCL...
[2025-12-15T20:31:14.401687] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-15T20:31:14.401717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-15T20:31:14.412380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-15T20:31:14.412713] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-15T20:31:14.413450] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-15T20:31:14.413501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:14.413531] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:14.413557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:14.413634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:14.468793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:14.469392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:14.469466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:14.469498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:14.588666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:14.588816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:14.588857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:14.588888] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:14.592446] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-15T20:31:14.592738] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-15T20:31:14.592861] [INFO ] [sig       ] SCL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:14.737411] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SCL.txt
[2025-12-15T20:31:14.737587] [INFO ] [sig       ] [2846/3591] Completed SCL in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:14.737632] [INFO ] [sig       ] [2847/3591] Forecasting SCLX...
[2025-12-15T20:31:14.737662] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-15T20:31:14.737693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-15T20:31:14.749433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-15T20:31:14.749831] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-15T20:31:14.750650] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-15T20:31:14.750702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:14.750733] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:14.750759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:14.750816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:14.806148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:14.806951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:14.807049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:14.807086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:14.926157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:14.926327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:14.926368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:14.926395] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:14.929790] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-15T20:31:14.930094] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-15T20:31:14.930218] [INFO ] [sig       ] SCLX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:15.068605] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SCLX.txt
[2025-12-15T20:31:15.068743] [INFO ] [sig       ] [2847/3591] Completed SCLX in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:15.068783] [INFO ] [sig       ] [2848/3591] Forecasting SCM...
[2025-12-15T20:31:15.068813] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-15T20:31:15.068843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-15T20:31:15.080246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-15T20:31:15.080680] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-15T20:31:15.081483] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-15T20:31:15.081536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:15.081593] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:15.081626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:15.081687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:15.139886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:15.140860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:15.140953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:15.140995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:15.263491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:15.263659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:15.263702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:15.263731] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:15.267114] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=41.45%)
[2025-12-15T20:31:15.267394] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-15T20:31:15.267554] [INFO ] [sig       ] SCM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:15.408546] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SCM.txt
[2025-12-15T20:31:15.408722] [INFO ] [sig       ] [2848/3591] Completed SCM in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:15.408764] [INFO ] [sig       ] [2849/3591] Forecasting SCSC...
[2025-12-15T20:31:15.408794] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-15T20:31:15.408823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-15T20:31:15.419403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-15T20:31:15.419809] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-15T20:31:15.420616] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-15T20:31:15.420667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:15.420698] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:15.420724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:15.420780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:15.478417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:15.479328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:15.479414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:15.479446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:15.600866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:15.601022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:15.601069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:15.601099] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:15.604473] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-15T20:31:15.604761] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-15T20:31:15.604888] [INFO ] [sig       ] SCSC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:15.743428] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SCSC.txt
[2025-12-15T20:31:15.743554] [INFO ] [sig       ] [2849/3591] Completed SCSC in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:15.743612] [INFO ] [sig       ] [2850/3591] Forecasting SCVL...
[2025-12-15T20:31:15.743646] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-15T20:31:15.743693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-15T20:31:15.754636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-15T20:31:15.754963] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-15T20:31:15.755722] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-15T20:31:15.755772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:15.755803] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:15.755830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:15.755886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:15.814920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:15.815625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:15.815701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:15.815733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:15.935664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:15.935808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:15.935849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:15.935877] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:15.939287] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-12-15T20:31:15.939554] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-15T20:31:15.939691] [INFO ] [sig       ] SCVL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:16.077408] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SCVL.txt
[2025-12-15T20:31:16.077534] [INFO ] [sig       ] [2850/3591] Completed SCVL in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:16.077590] [INFO ] [sig       ] [2851/3591] Forecasting SCZ...
[2025-12-15T20:31:16.077622] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-15T20:31:16.077651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-15T20:31:16.088669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-15T20:31:16.089020] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-15T20:31:16.089829] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-15T20:31:16.089881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:16.089929] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:16.089960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:16.090018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:16.144886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:16.145524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:16.145639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:16.145673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:16.263710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:16.263861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:16.263902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:16.263930] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:16.267262] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=84.62%)
[2025-12-15T20:31:16.267535] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-15T20:31:16.267678] [INFO ] [sig       ] SCZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:16.409310] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SCZ.txt
[2025-12-15T20:31:16.409520] [INFO ] [sig       ] [2851/3591] Completed SCZ in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:16.409597] [INFO ] [sig       ] [2852/3591] Forecasting SD...
[2025-12-15T20:31:16.409648] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-15T20:31:16.409694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-15T20:31:16.423475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-15T20:31:16.423912] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-15T20:31:16.424736] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-15T20:31:16.424788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:16.424821] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:16.424849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:16.424908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:16.482940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:16.483721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:16.483802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:16.483836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:16.604052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:16.604207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:16.604247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:16.604278] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:16.607727] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-12-15T20:31:16.607999] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-15T20:31:16.608122] [INFO ] [sig       ] SD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:16.745741] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SD.txt
[2025-12-15T20:31:16.745888] [INFO ] [sig       ] [2852/3591] Completed SD in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:16.745929] [INFO ] [sig       ] [2853/3591] Forecasting SDA...
[2025-12-15T20:31:16.745958] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-15T20:31:16.745987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-15T20:31:16.757894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-15T20:31:16.758298] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-15T20:31:16.759139] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-15T20:31:16.759190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:16.759221] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:16.759248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:16.759304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:16.818781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:16.819642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:16.819726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:16.819758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:16.945328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:16.945479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:16.945518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:16.945547] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:16.949067] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=66.91%)
[2025-12-15T20:31:16.949345] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-15T20:31:16.949493] [INFO ] [sig       ] SDA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:17.093023] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SDA.txt
[2025-12-15T20:31:17.093163] [INFO ] [sig       ] [2853/3591] Completed SDA in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:17.093203] [INFO ] [sig       ] [2854/3591] Forecasting SDHY...
[2025-12-15T20:31:17.093232] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-15T20:31:17.093261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-15T20:31:17.104615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-15T20:31:17.105026] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-15T20:31:17.105944] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-15T20:31:17.106009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:17.106057] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:17.106097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:17.106178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:17.165088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:17.165866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:17.165948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:17.165982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:17.294176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:17.294326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:17.294365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:17.294395] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:17.298108] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=73.84%)
[2025-12-15T20:31:17.298379] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-15T20:31:17.298501] [INFO ] [sig       ] SDHY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:17.445602] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SDHY.txt
[2025-12-15T20:31:17.445766] [INFO ] [sig       ] [2854/3591] Completed SDHY in 0.4s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:17.445815] [INFO ] [sig       ] [2855/3591] Forecasting SDRL...
[2025-12-15T20:31:17.445845] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-15T20:31:17.445875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-15T20:31:17.456663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-15T20:31:17.457021] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-15T20:31:17.457786] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-15T20:31:17.457836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:17.457867] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:17.457894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:17.457950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:17.512379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:17.513163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:17.513242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:17.513275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:17.630330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:17.630483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:17.630522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:17.630551] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:17.633802] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-15T20:31:17.634065] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-15T20:31:17.634187] [INFO ] [sig       ] SDRL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:17.784417] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SDRL.txt
[2025-12-15T20:31:17.784550] [INFO ] [sig       ] [2855/3591] Completed SDRL in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:17.784616] [INFO ] [sig       ] [2856/3591] Forecasting SDVY...
[2025-12-15T20:31:17.784647] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-15T20:31:17.784678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-15T20:31:17.795624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-15T20:31:17.795959] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-15T20:31:17.796720] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-15T20:31:17.796770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:17.796801] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:17.796828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:17.796884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:17.852456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:17.853221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:17.853301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:17.853333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:17.970531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:17.970699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:17.970739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:17.970768] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:17.974040] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-12-15T20:31:17.974308] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-15T20:31:17.974446] [INFO ] [sig       ] SDVY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:18.138348] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SDVY.txt
[2025-12-15T20:31:18.138502] [INFO ] [sig       ] [2856/3591] Completed SDVY in 0.4s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:18.138546] [INFO ] [sig       ] [2857/3591] Forecasting SE...
[2025-12-15T20:31:18.138595] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-15T20:31:18.138627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-15T20:31:18.150191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-15T20:31:18.150588] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-15T20:31:18.151344] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-15T20:31:18.151395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:18.151427] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:18.151454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:18.151510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:18.213506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:18.214364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:18.214449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:18.214482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:18.339229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:18.339381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:18.339421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:18.339451] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:18.342837] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-15T20:31:18.343108] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-15T20:31:18.343229] [INFO ] [sig       ] SE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:18.486204] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SE.txt
[2025-12-15T20:31:18.486348] [INFO ] [sig       ] [2857/3591] Completed SE in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:18.486390] [INFO ] [sig       ] [2858/3591] Forecasting SEDG...
[2025-12-15T20:31:18.486422] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-15T20:31:18.486451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-15T20:31:18.497553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-15T20:31:18.497879] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-15T20:31:18.498627] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-15T20:31:18.498676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:18.498733] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:18.498761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:18.498817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:18.555385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:18.556206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:18.556284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:18.556317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:18.676179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:18.676327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:18.676366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:18.676410] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:18.679823] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-12-15T20:31:18.680108] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-15T20:31:18.680250] [INFO ] [sig       ] SEDG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:18.818914] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SEDG.txt
[2025-12-15T20:31:18.819066] [INFO ] [sig       ] [2858/3591] Completed SEDG in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:18.819116] [INFO ] [sig       ] [2859/3591] Forecasting SEE...
[2025-12-15T20:31:18.819151] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-15T20:31:18.819187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-15T20:31:18.830603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-15T20:31:18.830974] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-15T20:31:18.831795] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-15T20:31:18.831847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:18.831879] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:18.831905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:18.831961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:18.887263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:18.888217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:18.888300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:18.888333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:19.014178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:19.014334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:19.014373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:19.014401] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:19.017710] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-15T20:31:19.017974] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-15T20:31:19.018105] [INFO ] [sig       ] SEE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:19.155926] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SEE.txt
[2025-12-15T20:31:19.156084] [INFO ] [sig       ] [2859/3591] Completed SEE in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:19.156125] [INFO ] [sig       ] [2860/3591] Forecasting SEIC...
[2025-12-15T20:31:19.156155] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-15T20:31:19.156184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-15T20:31:19.166886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-15T20:31:19.167220] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-15T20:31:19.168022] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-15T20:31:19.168072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:19.168104] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:19.168131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:19.168189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:19.222951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:19.223786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:19.223866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:19.223915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:19.340668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:19.340818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:19.340856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:19.340884] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:19.344123] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=44.94%)
[2025-12-15T20:31:19.344388] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-15T20:31:19.344510] [INFO ] [sig       ] SEIC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:19.482692] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SEIC.txt
[2025-12-15T20:31:19.482841] [INFO ] [sig       ] [2860/3591] Completed SEIC in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-15T20:31:19.482880] [INFO ] [sig       ] [2861/3591] Forecasting SELF...
[2025-12-15T20:31:19.482909] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-15T20:31:19.482942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-15T20:31:19.493713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-15T20:31:19.494044] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-15T20:31:19.494812] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-15T20:31:19.494863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:19.494893] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:19.494920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:19.494975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:19.550130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:19.550982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:19.551070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:19.551111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:19.661562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:19.661729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:19.661767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:19.661825] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:19.665556] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-15T20:31:19.665841] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-15T20:31:19.665964] [INFO ] [sig       ] SELF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:19.807293] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SELF.txt
[2025-12-15T20:31:19.807447] [INFO ] [sig       ] [2861/3591] Completed SELF in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:19.807488] [INFO ] [sig       ] [2862/3591] Forecasting SEM...
[2025-12-15T20:31:19.807518] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-15T20:31:19.807548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-15T20:31:19.818507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-15T20:31:19.818864] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-15T20:31:19.819695] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-15T20:31:19.819746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:19.819777] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:19.819817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:19.819874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:19.875363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:19.876202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:19.876279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:19.876312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:20.001419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:20.001620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:20.001674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:20.001712] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:20.006070] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2025-12-15T20:31:20.006498] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-15T20:31:20.006706] [INFO ] [sig       ] SEM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:20.150671] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SEM.txt
[2025-12-15T20:31:20.150823] [INFO ] [sig       ] [2862/3591] Completed SEM in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:20.150864] [INFO ] [sig       ] [2863/3591] Forecasting SENEA...
[2025-12-15T20:31:20.150894] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-15T20:31:20.150930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-15T20:31:20.162348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-15T20:31:20.162737] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-15T20:31:20.163525] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-15T20:31:20.163606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:20.163641] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:20.163670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:20.163728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:20.218506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:20.219272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:20.219352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:20.219387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:20.333101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:20.333270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:20.333316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:20.333346] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:20.336691] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=46.44%)
[2025-12-15T20:31:20.336954] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-15T20:31:20.337072] [INFO ] [sig       ] SENEA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:20.473999] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SENEA.txt
[2025-12-15T20:31:20.474133] [INFO ] [sig       ] [2863/3591] Completed SENEA in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:20.474181] [INFO ] [sig       ] [2864/3591] Forecasting SENS...
[2025-12-15T20:31:20.474217] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-15T20:31:20.474250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-15T20:31:20.485360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-15T20:31:20.485705] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-15T20:31:20.486470] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-15T20:31:20.486520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:20.486550] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:20.486602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:20.486662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:20.550621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:20.551464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:20.551544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:20.551595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:20.673439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:20.673603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:20.673645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:20.673673] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:20.676996] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-15T20:31:20.677269] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-15T20:31:20.677391] [INFO ] [sig       ] SENS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:20.817430] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SENS.txt
[2025-12-15T20:31:20.817593] [INFO ] [sig       ] [2864/3591] Completed SENS in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:20.817636] [INFO ] [sig       ] [2865/3591] Forecasting SERA...
[2025-12-15T20:31:20.817664] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-15T20:31:20.817694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-15T20:31:20.829050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-15T20:31:20.829358] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-15T20:31:20.830213] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-15T20:31:20.830454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:20.830486] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:20.830513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:20.830569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:20.886015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:20.886678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:20.886756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:20.886789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:21.018298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:21.018452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:21.018492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:21.018521] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:21.021933] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-12-15T20:31:21.022211] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-15T20:31:21.022339] [INFO ] [sig       ] SERA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:21.160324] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SERA.txt
[2025-12-15T20:31:21.160474] [INFO ] [sig       ] [2865/3591] Completed SERA in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:21.160521] [INFO ] [sig       ] [2866/3591] Forecasting SES...
[2025-12-15T20:31:21.160551] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-15T20:31:21.160608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-15T20:31:21.173495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-15T20:31:21.173913] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-15T20:31:21.174679] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-15T20:31:21.174730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:21.174761] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:21.174788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:21.174844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:21.230526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:21.231387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:21.231468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:21.231501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:21.353013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:21.353173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:21.353214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:21.353242] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:21.356945] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-15T20:31:21.357243] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-15T20:31:21.357371] [INFO ] [sig       ] SES: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:21.497312] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SES.txt
[2025-12-15T20:31:21.497464] [INFO ] [sig       ] [2866/3591] Completed SES in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:21.497504] [INFO ] [sig       ] [2867/3591] Forecasting SEVN...
[2025-12-15T20:31:21.497533] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-15T20:31:21.497563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-15T20:31:21.508425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-15T20:31:21.508779] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-15T20:31:21.509585] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-15T20:31:21.509657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:21.509688] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:21.509714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:21.509769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:21.564806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:21.565623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:21.565706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:21.565738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:21.682278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:21.682430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:21.682469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:21.682497] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:21.685829] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-12-15T20:31:21.686093] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-15T20:31:21.686216] [INFO ] [sig       ] SEVN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:21.825529] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SEVN.txt
[2025-12-15T20:31:21.825702] [INFO ] [sig       ] [2867/3591] Completed SEVN in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:21.825744] [INFO ] [sig       ] [2868/3591] Forecasting SEZL...
[2025-12-15T20:31:21.825774] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-15T20:31:21.825803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-15T20:31:21.836395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-15T20:31:21.836772] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-15T20:31:21.837516] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-15T20:31:21.837565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:21.837623] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:21.837651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:21.837707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:21.892782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:21.893487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:21.893610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:21.893646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:22.008740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:22.008886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:22.008924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:22.008953] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:22.012242] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-12-15T20:31:22.012504] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-15T20:31:22.012642] [INFO ] [sig       ] SEZL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:22.148842] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SEZL.txt
[2025-12-15T20:31:22.149010] [INFO ] [sig       ] [2868/3591] Completed SEZL in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:22.149053] [INFO ] [sig       ] [2869/3591] Forecasting SF...
[2025-12-15T20:31:22.149083] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-15T20:31:22.149112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-15T20:31:22.160314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-15T20:31:22.160734] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-15T20:31:22.161523] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-15T20:31:22.161598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:22.161631] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:22.161658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:22.161714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:22.216330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:22.217143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:22.217223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:22.217255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:22.338138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:22.338296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:22.338335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:22.338364] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:22.341677] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-15T20:31:22.341943] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-15T20:31:22.342061] [INFO ] [sig       ] SF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:22.484059] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SF.txt
[2025-12-15T20:31:22.484217] [INFO ] [sig       ] [2869/3591] Completed SF in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:22.484260] [INFO ] [sig       ] [2870/3591] Forecasting SFB...
[2025-12-15T20:31:22.484290] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-15T20:31:22.484319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-15T20:31:22.495540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-15T20:31:22.495946] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-15T20:31:22.496919] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-15T20:31:22.496970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:22.497001] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:22.497027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:22.497083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:22.553129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:22.553986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:22.554068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:22.554101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:22.662449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:22.662623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:22.662664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:22.662693] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:22.665952] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-15T20:31:22.666216] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-15T20:31:22.666339] [INFO ] [sig       ] SFB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:22.808302] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SFB.txt
[2025-12-15T20:31:22.808438] [INFO ] [sig       ] [2870/3591] Completed SFB in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:22.808478] [INFO ] [sig       ] [2871/3591] Forecasting SFBS...
[2025-12-15T20:31:22.808507] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-15T20:31:22.808537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-15T20:31:22.823511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-15T20:31:22.824120] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-15T20:31:22.825072] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-15T20:31:22.825127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:22.825165] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:22.825200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:22.825262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:22.896500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:22.897830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:22.897931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:22.897967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:23.040088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:23.040251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:23.040292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:23.040322] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:23.043681] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-12-15T20:31:23.043970] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-15T20:31:23.044098] [INFO ] [sig       ] SFBS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:23.181331] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SFBS.txt
[2025-12-15T20:31:23.181514] [INFO ] [sig       ] [2871/3591] Completed SFBS in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:23.181558] [INFO ] [sig       ] [2872/3591] Forecasting SFIX...
[2025-12-15T20:31:23.181608] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-15T20:31:23.181639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-15T20:31:23.192212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-15T20:31:23.192603] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-15T20:31:23.193397] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-15T20:31:23.193449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:23.193481] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:23.193508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:23.193565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:23.254418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:23.255522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:23.255628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:23.255674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:23.382769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:23.382927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:23.382966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:23.382994] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:23.386460] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-15T20:31:23.386757] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-15T20:31:23.386881] [INFO ] [sig       ] SFIX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:23.540715] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SFIX.txt
[2025-12-15T20:31:23.540882] [INFO ] [sig       ] [2872/3591] Completed SFIX in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:23.540925] [INFO ] [sig       ] [2873/3591] Forecasting SFL...
[2025-12-15T20:31:23.540954] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-15T20:31:23.540983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-15T20:31:23.552328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-15T20:31:23.552851] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-15T20:31:23.553921] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-15T20:31:23.553986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:23.554024] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:23.554057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:23.554149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:23.621040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:23.621910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:23.621991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:23.622023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:23.748328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:23.748485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:23.748524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:23.748552] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:23.751993] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-12-15T20:31:23.752265] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-15T20:31:23.752389] [INFO ] [sig       ] SFL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:23.891675] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SFL.txt
[2025-12-15T20:31:23.891811] [INFO ] [sig       ] [2873/3591] Completed SFL in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:23.891850] [INFO ] [sig       ] [2874/3591] Forecasting SFLO...
[2025-12-15T20:31:23.891880] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-15T20:31:23.891910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-15T20:31:23.904879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-15T20:31:23.905379] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-15T20:31:23.906307] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-15T20:31:23.906373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:23.906418] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:23.906455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:23.906536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:23.971882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:23.973016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:23.973120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:23.973171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:24.111666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:24.111832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:24.111874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:24.111904] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:24.115468] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-15T20:31:24.115818] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-15T20:31:24.115962] [INFO ] [sig       ] SFLO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:24.258954] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SFLO.txt
[2025-12-15T20:31:24.259139] [INFO ] [sig       ] [2874/3591] Completed SFLO in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:24.259191] [INFO ] [sig       ] [2875/3591] Forecasting SFM...
[2025-12-15T20:31:24.259228] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-15T20:31:24.259264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-15T20:31:24.270953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-15T20:31:24.271381] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-15T20:31:24.272265] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-15T20:31:24.272353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:24.272410] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:24.272438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:24.272495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:24.332049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:24.332961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:24.333044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:24.333078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:24.457672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:24.457831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:24.457870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:24.457898] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:24.462627] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=35.19%)
[2025-12-15T20:31:24.463022] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-15T20:31:24.463174] [INFO ] [sig       ] SFM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:24.602704] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SFM.txt
[2025-12-15T20:31:24.602860] [INFO ] [sig       ] [2875/3591] Completed SFM in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:24.602903] [INFO ] [sig       ] [2876/3591] Forecasting SFNC...
[2025-12-15T20:31:24.602932] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-15T20:31:24.602961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-15T20:31:24.615704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-15T20:31:24.616059] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-15T20:31:24.617040] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-15T20:31:24.617092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:24.617125] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:24.617157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:24.617224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:24.673156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:24.673991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:24.674073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:24.674104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:24.801775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:24.801930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:24.801969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:24.801996] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:24.805310] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-15T20:31:24.805802] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-15T20:31:24.805927] [INFO ] [sig       ] SFNC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:24.949846] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SFNC.txt
[2025-12-15T20:31:24.949992] [INFO ] [sig       ] [2876/3591] Completed SFNC in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:24.950033] [INFO ] [sig       ] [2877/3591] Forecasting SG...
[2025-12-15T20:31:24.950062] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-15T20:31:24.950093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-15T20:31:24.961290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-15T20:31:24.961668] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-15T20:31:24.962412] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-15T20:31:24.962461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:24.962492] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:24.962518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:24.962590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:25.019155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:25.019981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:25.020063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:25.020096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:25.141264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:25.141428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:25.141468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:25.141496] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:25.145277] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=14.39%)
[2025-12-15T20:31:25.145769] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-15T20:31:25.145897] [INFO ] [sig       ] SG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:25.288911] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SG.txt
[2025-12-15T20:31:25.289100] [INFO ] [sig       ] [2877/3591] Completed SG in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-15T20:31:25.289143] [INFO ] [sig       ] [2878/3591] Forecasting SGBX...
[2025-12-15T20:31:25.289172] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-15T20:31:25.289202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-15T20:31:25.300058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-15T20:31:25.300468] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-15T20:31:25.301269] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-15T20:31:25.301329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:25.301359] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:25.301385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:25.301440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:25.358321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:25.359222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:25.359321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:25.359353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:25.477182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:25.477354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:25.477392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:25.477456] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:25.480818] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-12-15T20:31:25.481084] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-15T20:31:25.481217] [INFO ] [sig       ] SGBX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:25.618933] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SGBX.txt
[2025-12-15T20:31:25.619086] [INFO ] [sig       ] [2878/3591] Completed SGBX in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-15T20:31:25.619136] [INFO ] [sig       ] [2879/3591] Forecasting SGC...
[2025-12-15T20:31:25.619171] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-15T20:31:25.619208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-15T20:31:25.631871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-15T20:31:25.632414] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-15T20:31:25.633301] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-15T20:31:25.633355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:25.633388] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:25.633415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:25.633474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:25.690885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:25.692111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:25.692226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:25.692260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:25.812442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:25.812693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:25.812740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:25.812769] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:25.816637] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-15T20:31:25.816944] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-15T20:31:25.817077] [INFO ] [sig       ] SGC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:25.959937] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SGC.txt
[2025-12-15T20:31:25.960115] [INFO ] [sig       ] [2879/3591] Completed SGC in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:25.960157] [INFO ] [sig       ] [2880/3591] Forecasting SGHC...
[2025-12-15T20:31:25.960187] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-15T20:31:25.960217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-15T20:31:25.972951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-15T20:31:25.973414] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-15T20:31:25.975213] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-15T20:31:25.975381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:25.975417] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:25.975446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:25.975506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:26.033369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:26.034334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:26.034432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:26.034465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:26.152731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:26.152894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:26.152934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:26.152962] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:26.156325] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=45.03%)
[2025-12-15T20:31:26.156632] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-15T20:31:26.156757] [INFO ] [sig       ] SGHC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:26.295539] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SGHC.txt
[2025-12-15T20:31:26.295706] [INFO ] [sig       ] [2880/3591] Completed SGHC in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:26.295750] [INFO ] [sig       ] [2881/3591] Forecasting SGRY...
[2025-12-15T20:31:26.295780] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-15T20:31:26.295812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-15T20:31:26.309250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-15T20:31:26.309989] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-15T20:31:26.311210] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-15T20:31:26.311271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:26.311305] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:26.311333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:26.311398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:26.371909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:26.373065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:26.373184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:26.373219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:26.512075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:26.512311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:26.512357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:26.512388] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:26.516986] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-15T20:31:26.517514] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-15T20:31:26.517730] [INFO ] [sig       ] SGRY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:26.780964] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SGRY.txt
[2025-12-15T20:31:26.781170] [INFO ] [sig       ] [2881/3591] Completed SGRY in 0.5s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:26.781219] [INFO ] [sig       ] [2882/3591] Forecasting SHAK...
[2025-12-15T20:31:26.781250] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-15T20:31:26.781285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-15T20:31:26.794808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-15T20:31:26.795376] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-15T20:31:26.796300] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-15T20:31:26.796356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:26.796390] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:26.796418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:26.796690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:26.856521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:26.857655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:26.857757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:26.857793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:26.988384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:26.988852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:26.988928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:26.988960] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:26.993218] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-12-15T20:31:26.993756] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-15T20:31:26.993903] [INFO ] [sig       ] SHAK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:27.147369] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SHAK.txt
[2025-12-15T20:31:27.147606] [INFO ] [sig       ] [2882/3591] Completed SHAK in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:27.147658] [INFO ] [sig       ] [2883/3591] Forecasting SHBI...
[2025-12-15T20:31:27.147690] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-15T20:31:27.147725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-15T20:31:27.162948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-15T20:31:27.163647] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-15T20:31:27.164630] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-15T20:31:27.164685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:27.164718] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:27.164745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:27.164802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:27.223226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:27.224469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:27.224594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:27.224631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:27.356027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:27.356250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:27.356295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:27.356324] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:27.360093] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-12-15T20:31:27.360439] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-15T20:31:27.360607] [INFO ] [sig       ] SHBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:27.506842] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SHBI.txt
[2025-12-15T20:31:27.507145] [INFO ] [sig       ] [2883/3591] Completed SHBI in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:27.507197] [INFO ] [sig       ] [2884/3591] Forecasting SHC...
[2025-12-15T20:31:27.507228] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-15T20:31:27.507262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-15T20:31:27.520834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-15T20:31:27.521497] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-15T20:31:27.522724] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-15T20:31:27.522796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:27.522840] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:27.522881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:27.522967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:27.603756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:27.604982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:27.605079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:27.605114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:27.738904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:27.739189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:27.739245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:27.739279] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:27.743882] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=43.18%)
[2025-12-15T20:31:27.744351] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-15T20:31:27.744526] [INFO ] [sig       ] SHC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:27.894324] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SHC.txt
[2025-12-15T20:31:27.894543] [INFO ] [sig       ] [2884/3591] Completed SHC in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:27.894610] [INFO ] [sig       ] [2885/3591] Forecasting SHCO...
[2025-12-15T20:31:27.894645] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-15T20:31:27.894679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-15T20:31:27.908260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-15T20:31:27.908859] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-15T20:31:27.910030] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-15T20:31:27.910083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:27.910117] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:27.910145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:27.910204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:27.970220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:27.971359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:27.971498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:27.971534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:28.098292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:28.098460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:28.098516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:28.098548] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:28.102057] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-15T20:31:28.102338] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-15T20:31:28.102469] [INFO ] [sig       ] SHCO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:28.248775] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SHCO.txt
[2025-12-15T20:31:28.248940] [INFO ] [sig       ] [2885/3591] Completed SHCO in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:28.249013] [INFO ] [sig       ] [2886/3591] Forecasting SHEL...
[2025-12-15T20:31:28.249045] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-15T20:31:28.249075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-15T20:31:28.261043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-15T20:31:28.261662] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-15T20:31:28.262679] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-15T20:31:28.262732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:28.262778] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:28.262808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:28.262883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:28.322182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:28.323091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:28.323182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:28.323216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:28.449505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:28.449686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:28.449727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:28.449755] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:28.453529] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-15T20:31:28.453819] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-15T20:31:28.453943] [INFO ] [sig       ] SHEL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:28.596012] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SHEL.txt
[2025-12-15T20:31:28.596151] [INFO ] [sig       ] [2886/3591] Completed SHEL in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:28.596192] [INFO ] [sig       ] [2887/3591] Forecasting SHEN...
[2025-12-15T20:31:28.596222] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-15T20:31:28.596251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-15T20:31:28.607665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-15T20:31:28.608040] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-15T20:31:28.608847] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-15T20:31:28.608901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:28.608934] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:28.608988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:28.609050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:28.684893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:28.686036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:28.686141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:28.686175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:28.810680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:28.810837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:28.810876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:28.810905] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:28.814281] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-12-15T20:31:28.814596] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-15T20:31:28.814727] [INFO ] [sig       ] SHEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:28.957309] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SHEN.txt
[2025-12-15T20:31:28.957467] [INFO ] [sig       ] [2887/3591] Completed SHEN in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:28.957510] [INFO ] [sig       ] [2888/3591] Forecasting SHFS...
[2025-12-15T20:31:28.957539] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-15T20:31:28.957588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-15T20:31:28.968611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-15T20:31:28.969049] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-15T20:31:28.969906] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-15T20:31:28.969959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:28.969990] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:28.970017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:28.970073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:29.026021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:29.026861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:29.026946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:29.026978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:29.137645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:29.137796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:29.137835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:29.137865] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:29.141206] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-15T20:31:29.141475] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-15T20:31:29.141613] [INFO ] [sig       ] SHFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:29.284867] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SHFS.txt
[2025-12-15T20:31:29.285032] [INFO ] [sig       ] [2888/3591] Completed SHFS in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:29.285075] [INFO ] [sig       ] [2889/3591] Forecasting SHG...
[2025-12-15T20:31:29.285105] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-15T20:31:29.285134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-15T20:31:29.296096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-15T20:31:29.296411] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-15T20:31:29.297168] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-15T20:31:29.297219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:29.297250] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:29.297277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:29.297336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:29.352611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:29.353328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:29.353410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:29.353444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:29.479388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:29.479540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:29.479599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:29.479630] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:29.482936] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-15T20:31:29.483203] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-15T20:31:29.483337] [INFO ] [sig       ] SHG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:29.626176] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SHG.txt
[2025-12-15T20:31:29.626284] [INFO ] [sig       ] [2889/3591] Completed SHG in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:29.626322] [INFO ] [sig       ] [2890/3591] Forecasting SHIP...
[2025-12-15T20:31:29.626358] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-15T20:31:29.626387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-15T20:31:29.638159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-15T20:31:29.638463] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-15T20:31:29.639249] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-15T20:31:29.639300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:29.639331] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:29.639360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:29.639416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:29.695798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:29.696394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:29.696470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:29.696501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:29.816559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:29.816720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:29.816757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:29.816784] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:29.820073] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-15T20:31:29.820338] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-15T20:31:29.820454] [INFO ] [sig       ] SHIP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:29.961536] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SHIP.txt
[2025-12-15T20:31:29.961669] [INFO ] [sig       ] [2890/3591] Completed SHIP in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:29.961720] [INFO ] [sig       ] [2891/3591] Forecasting SHLS...
[2025-12-15T20:31:29.961756] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-15T20:31:29.961786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-15T20:31:29.972398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-15T20:31:29.972759] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-15T20:31:29.973511] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-15T20:31:29.973563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:29.973617] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:29.973646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:29.973704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:30.035856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:30.036968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:30.037062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:30.037097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:30.159021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:30.159186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:30.159228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:30.159257] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:30.162660] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-15T20:31:30.162936] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-15T20:31:30.163085] [INFO ] [sig       ] SHLS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:30.304708] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SHLS.txt
[2025-12-15T20:31:30.304838] [INFO ] [sig       ] [2891/3591] Completed SHLS in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:30.304878] [INFO ] [sig       ] [2892/3591] Forecasting SHO...
[2025-12-15T20:31:30.304907] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-15T20:31:30.304935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-15T20:31:30.315865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-15T20:31:30.316223] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-15T20:31:30.317133] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-15T20:31:30.317184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:30.317264] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:30.317299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:30.317368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:30.373197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:30.373980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:30.374059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:30.374091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:30.494441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:30.494620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:30.494663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:30.494693] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:30.498187] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=63.66%)
[2025-12-15T20:31:30.498508] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-15T20:31:30.498660] [INFO ] [sig       ] SHO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:30.639279] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SHO.txt
[2025-12-15T20:31:30.639418] [INFO ] [sig       ] [2892/3591] Completed SHO in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:30.639458] [INFO ] [sig       ] [2893/3591] Forecasting SHOC...
[2025-12-15T20:31:30.639490] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-15T20:31:30.639520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-15T20:31:30.649755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-15T20:31:30.650072] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-15T20:31:30.650843] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-15T20:31:30.650893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:30.650923] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:30.650949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:30.651004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:30.706970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:30.707632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:30.707711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:30.707743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:30.824711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:30.824848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:30.824887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:30.824937] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:30.828331] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-12-15T20:31:30.828618] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-15T20:31:30.828750] [INFO ] [sig       ] SHOC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:30.971797] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SHOC.txt
[2025-12-15T20:31:30.971939] [INFO ] [sig       ] [2893/3591] Completed SHOC in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:30.971982] [INFO ] [sig       ] [2894/3591] Forecasting SHOO...
[2025-12-15T20:31:30.972012] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-15T20:31:30.972042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-15T20:31:30.983486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-15T20:31:30.983810] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-15T20:31:30.984607] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-15T20:31:30.984662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:30.984695] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:30.984724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:30.984781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:31.042383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:31.043226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:31.043307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:31.043341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:31.163753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:31.163897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:31.163935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:31.163963] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:31.167173] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-15T20:31:31.167436] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-15T20:31:31.167555] [INFO ] [sig       ] SHOO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:31.304991] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SHOO.txt
[2025-12-15T20:31:31.305132] [INFO ] [sig       ] [2894/3591] Completed SHOO in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:31.305173] [INFO ] [sig       ] [2895/3591] Forecasting SHOP...
[2025-12-15T20:31:31.305202] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-15T20:31:31.305232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-15T20:31:31.317004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-15T20:31:31.317364] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-15T20:31:31.318155] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-15T20:31:31.318208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:31.318239] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:31.318265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:31.318323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:31.374326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:31.374942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:31.375034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:31.375067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:31.499362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:31.499527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:31.499566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:31.499666] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:31.502941] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-12-15T20:31:31.503205] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-15T20:31:31.503327] [INFO ] [sig       ] SHOP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:31.651333] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SHOP.txt
[2025-12-15T20:31:31.651510] [INFO ] [sig       ] [2895/3591] Completed SHOP in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-15T20:31:31.651559] [INFO ] [sig       ] [2896/3591] Forecasting SHY...
[2025-12-15T20:31:31.651611] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-15T20:31:31.651643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-15T20:31:31.662793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-15T20:31:31.663164] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-15T20:31:31.664023] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-15T20:31:31.664076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:31.664109] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:31.664135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:31.664189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:31.719678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:31.720624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:31.720715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:31.720749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:31.846075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:31.846235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:31.846274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:31.846303] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:31.850299] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-15T20:31:31.850629] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-15T20:31:31.850957] [INFO ] [sig       ] SHY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:31.996436] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SHY.txt
[2025-12-15T20:31:31.996624] [INFO ] [sig       ] [2896/3591] Completed SHY in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:31.996670] [INFO ] [sig       ] [2897/3591] Forecasting SIBN...
[2025-12-15T20:31:31.996700] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-15T20:31:31.996730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-15T20:31:32.009068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-15T20:31:32.009523] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-15T20:31:32.010456] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-15T20:31:32.010513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:32.010547] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:32.010623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:32.010703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:32.099405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:32.100401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:32.100493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:32.100528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:32.230207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:32.230369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:32.230410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:32.230440] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:32.234012] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-12-15T20:31:32.234339] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-15T20:31:32.234484] [INFO ] [sig       ] SIBN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:32.434484] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SIBN.txt
[2025-12-15T20:31:32.434702] [INFO ] [sig       ] [2897/3591] Completed SIBN in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:32.434753] [INFO ] [sig       ] [2898/3591] Forecasting SID...
[2025-12-15T20:31:32.434787] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-15T20:31:32.434824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-15T20:31:32.450663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-15T20:31:32.451195] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-15T20:31:32.452405] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-15T20:31:32.452477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:32.452530] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:32.452608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:32.452704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:32.525917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:32.526857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:32.526957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:32.526990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:32.667857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:32.668021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:32.668062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:32.668091] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:32.671841] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-15T20:31:32.672166] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-15T20:31:32.672302] [INFO ] [sig       ] SID: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:32.863331] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SID.txt
[2025-12-15T20:31:32.863506] [INFO ] [sig       ] [2898/3591] Completed SID in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:32.863550] [INFO ] [sig       ] [2899/3591] Forecasting SIEB...
[2025-12-15T20:31:32.863599] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-15T20:31:32.863632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-15T20:31:32.879128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-15T20:31:32.879605] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-15T20:31:32.880543] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-15T20:31:32.880617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:32.880672] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:32.880700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:32.880759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:32.955931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:32.957158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:32.957282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:32.957335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:33.103882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:33.104057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:33.104110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:33.104141] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:33.107667] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=35.94%)
[2025-12-15T20:31:33.107974] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-15T20:31:33.108112] [INFO ] [sig       ] SIEB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:33.258151] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SIEB.txt
[2025-12-15T20:31:33.258332] [INFO ] [sig       ] [2899/3591] Completed SIEB in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:33.258379] [INFO ] [sig       ] [2900/3591] Forecasting SIFY...
[2025-12-15T20:31:33.258409] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-15T20:31:33.258439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-15T20:31:33.270075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-15T20:31:33.270517] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-15T20:31:33.271384] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-15T20:31:33.271440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:33.271472] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:33.271499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:33.271560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:33.330802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:33.331695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:33.331779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:33.331813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:33.454256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:33.454413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:33.454453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:33.454483] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:33.458186] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=72.14%)
[2025-12-15T20:31:33.458462] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-15T20:31:33.458606] [INFO ] [sig       ] SIFY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:33.603685] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SIFY.txt
[2025-12-15T20:31:33.603840] [INFO ] [sig       ] [2900/3591] Completed SIFY in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:33.603880] [INFO ] [sig       ] [2901/3591] Forecasting SIG...
[2025-12-15T20:31:33.603910] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-15T20:31:33.603947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-15T20:31:33.615241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-15T20:31:33.615569] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-15T20:31:33.616385] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-15T20:31:33.616440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:33.616473] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:33.616500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:33.616558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:33.674083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:33.674763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:33.674843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:33.674876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:33.791209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:33.791355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:33.791395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:33.791424] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:33.794899] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-12-15T20:31:33.795174] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-15T20:31:33.795301] [INFO ] [sig       ] SIG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:33.940188] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SIG.txt
[2025-12-15T20:31:33.940323] [INFO ] [sig       ] [2901/3591] Completed SIG in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:33.940366] [INFO ] [sig       ] [2902/3591] Forecasting SIGA...
[2025-12-15T20:31:33.940401] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-15T20:31:33.940433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-15T20:31:33.951086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-15T20:31:33.951425] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-15T20:31:33.952242] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-15T20:31:33.952297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:33.952330] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:33.952359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:33.952419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:34.008373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:34.009023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:34.009134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:34.009194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:34.132075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:34.132227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:34.132268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:34.132298] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:34.135765] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-12-15T20:31:34.136037] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-15T20:31:34.136162] [INFO ] [sig       ] SIGA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:34.279286] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SIGA.txt
[2025-12-15T20:31:34.279436] [INFO ] [sig       ] [2902/3591] Completed SIGA in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:34.279484] [INFO ] [sig       ] [2903/3591] Forecasting SIGI...
[2025-12-15T20:31:34.279522] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-15T20:31:34.279555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-15T20:31:34.290133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-15T20:31:34.290475] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-15T20:31:34.291266] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-15T20:31:34.291318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:34.291351] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:34.291380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:34.291467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:34.349156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:34.349856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:34.349934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:34.349968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:34.469657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:34.469809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:34.469850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:34.469879] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:34.473254] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: DOWN (p=36.40%)
[2025-12-15T20:31:34.473524] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-15T20:31:34.473672] [INFO ] [sig       ] SIGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:34.620839] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SIGI.txt
[2025-12-15T20:31:34.620969] [INFO ] [sig       ] [2903/3591] Completed SIGI in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:34.621008] [INFO ] [sig       ] [2904/3591] Forecasting SII...
[2025-12-15T20:31:34.621039] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-15T20:31:34.621069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-15T20:31:34.631538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-15T20:31:34.631864] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-15T20:31:34.632623] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-15T20:31:34.632674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:34.632705] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:34.632732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:34.632788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:34.690966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:34.691880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:34.691967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:34.692000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:34.809866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:34.810051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:34.810113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:34.810150] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:34.813556] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-12-15T20:31:34.813844] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-15T20:31:34.813971] [INFO ] [sig       ] SII: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:34.957719] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SII.txt
[2025-12-15T20:31:34.957877] [INFO ] [sig       ] [2904/3591] Completed SII in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:34.957921] [INFO ] [sig       ] [2905/3591] Forecasting SIMO...
[2025-12-15T20:31:34.957952] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-15T20:31:34.957983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-15T20:31:34.969220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-15T20:31:34.969642] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-15T20:31:34.970426] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-15T20:31:34.970479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:34.970512] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:34.970540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:34.970626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:35.027882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:35.028763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:35.028846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:35.028879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:35.149991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:35.150151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:35.150207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:35.150239] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:35.153620] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-15T20:31:35.153895] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-15T20:31:35.154020] [INFO ] [sig       ] SIMO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:35.293812] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SIMO.txt
[2025-12-15T20:31:35.293995] [INFO ] [sig       ] [2905/3591] Completed SIMO in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:35.294038] [INFO ] [sig       ] [2906/3591] Forecasting SIRI...
[2025-12-15T20:31:35.294067] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-15T20:31:35.294098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-15T20:31:35.304966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-15T20:31:35.305307] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-15T20:31:35.306095] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-15T20:31:35.306146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:35.306178] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:35.306205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:35.306261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:35.362660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:35.363490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:35.363596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:35.363630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:35.483433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:35.483603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:35.483644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:35.483680] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:35.487034] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-15T20:31:35.487295] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-15T20:31:35.487418] [INFO ] [sig       ] SIRI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:35.629958] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SIRI.txt
[2025-12-15T20:31:35.630111] [INFO ] [sig       ] [2906/3591] Completed SIRI in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:35.630154] [INFO ] [sig       ] [2907/3591] Forecasting SITC...
[2025-12-15T20:31:35.630184] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-15T20:31:35.630213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-15T20:31:35.641641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-15T20:31:35.642175] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-15T20:31:35.643229] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-15T20:31:35.643282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:35.643314] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:35.643343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:35.643401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:35.704352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:35.705249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:35.705336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:35.705369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:35.826327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:35.826488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:35.826535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:35.826590] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:35.829930] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=67.90%)
[2025-12-15T20:31:35.830215] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-15T20:31:35.830340] [INFO ] [sig       ] SITC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:35.971030] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SITC.txt
[2025-12-15T20:31:35.971190] [INFO ] [sig       ] [2907/3591] Completed SITC in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:35.971234] [INFO ] [sig       ] [2908/3591] Forecasting SITE...
[2025-12-15T20:31:35.971264] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-15T20:31:35.971296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-15T20:31:35.982820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-15T20:31:35.983222] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-15T20:31:35.984021] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-15T20:31:35.984073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:35.984126] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:35.984174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:35.984260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:36.040563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:36.041400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:36.041484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:36.041517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:36.157689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:36.157847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:36.157886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:36.157916] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:36.161378] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-12-15T20:31:36.161704] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-15T20:31:36.161841] [INFO ] [sig       ] SITE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:36.302504] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SITE.txt
[2025-12-15T20:31:36.302679] [INFO ] [sig       ] [2908/3591] Completed SITE in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:36.302722] [INFO ] [sig       ] [2909/3591] Forecasting SITM...
[2025-12-15T20:31:36.302751] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-15T20:31:36.302780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-15T20:31:36.314709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-15T20:31:36.315141] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-15T20:31:36.316046] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-15T20:31:36.316099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:36.316174] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:36.316213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:36.316296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:36.374287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:36.375175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:36.375270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:36.375310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:36.502597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:36.502759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:36.502798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:36.502828] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:36.506152] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-15T20:31:36.506435] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-15T20:31:36.506562] [INFO ] [sig       ] SITM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:36.650979] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SITM.txt
[2025-12-15T20:31:36.651138] [INFO ] [sig       ] [2909/3591] Completed SITM in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:36.651182] [INFO ] [sig       ] [2910/3591] Forecasting SIXG...
[2025-12-15T20:31:36.651213] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-15T20:31:36.651243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-15T20:31:36.665837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-15T20:31:36.666300] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-15T20:31:36.667202] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-15T20:31:36.667285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:36.667321] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:36.667350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:36.667407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:36.724898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:36.725735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:36.725835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:36.725870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:36.843173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:36.843312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:36.843352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:36.843381] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:36.846776] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-15T20:31:36.847048] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-15T20:31:36.847171] [INFO ] [sig       ] SIXG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:36.989452] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SIXG.txt
[2025-12-15T20:31:36.989645] [INFO ] [sig       ] [2910/3591] Completed SIXG in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:36.989709] [INFO ] [sig       ] [2911/3591] Forecasting SJM...
[2025-12-15T20:31:36.989753] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-15T20:31:36.989790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-15T20:31:37.001904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-15T20:31:37.002330] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-15T20:31:37.003158] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-15T20:31:37.003210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:37.003243] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:37.003270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:37.003327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:37.060262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:37.061158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:37.061242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:37.061276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:37.180127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:37.180268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:37.180306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:37.180334] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:37.183717] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-12-15T20:31:37.183980] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-15T20:31:37.184099] [INFO ] [sig       ] SJM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:37.322105] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SJM.txt
[2025-12-15T20:31:37.322259] [INFO ] [sig       ] [2911/3591] Completed SJM in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:37.322299] [INFO ] [sig       ] [2912/3591] Forecasting SKE...
[2025-12-15T20:31:37.322329] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-15T20:31:37.322361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-15T20:31:37.333418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-15T20:31:37.333791] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-15T20:31:37.334546] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-15T20:31:37.334627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:37.334667] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:37.334694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:37.334749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:37.390378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:37.391215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:37.391297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:37.391330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:37.511883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:37.512038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:37.512078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:37.512146] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:37.515557] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-15T20:31:37.515857] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-15T20:31:37.515987] [INFO ] [sig       ] SKE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:37.657622] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SKE.txt
[2025-12-15T20:31:37.657759] [INFO ] [sig       ] [2912/3591] Completed SKE in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-15T20:31:37.657799] [INFO ] [sig       ] [2913/3591] Forecasting SKIL...
[2025-12-15T20:31:37.657829] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-15T20:31:37.657858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-15T20:31:37.668763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-15T20:31:37.669076] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-15T20:31:37.669888] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-15T20:31:37.669939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:37.669969] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:37.669995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:37.670051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:37.725900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:37.726491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:37.726587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:37.726622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:37.848404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:37.848553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:37.848607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:37.848637] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:37.852043] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-15T20:31:37.852316] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-15T20:31:37.852449] [INFO ] [sig       ] SKIL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:37.989482] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SKIL.txt
[2025-12-15T20:31:37.989625] [INFO ] [sig       ] [2913/3591] Completed SKIL in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-15T20:31:37.989666] [INFO ] [sig       ] [2914/3591] Forecasting SKIN...
[2025-12-15T20:31:37.989696] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-15T20:31:37.989724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-15T20:31:38.001413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-15T20:31:38.001841] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-15T20:31:38.002632] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-15T20:31:38.002683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:38.002713] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:38.002739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:38.002796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:38.058941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:38.059878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:38.059962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:38.059994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:38.180273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:38.180422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:38.180461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:38.180490] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:38.183823] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-12-15T20:31:38.184098] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-15T20:31:38.184219] [INFO ] [sig       ] SKIN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:38.322460] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SKIN.txt
[2025-12-15T20:31:38.322622] [INFO ] [sig       ] [2914/3591] Completed SKIN in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:38.322666] [INFO ] [sig       ] [2915/3591] Forecasting SKLZ...
[2025-12-15T20:31:38.322695] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-15T20:31:38.322725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-15T20:31:38.333672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-15T20:31:38.333995] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-15T20:31:38.334765] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-15T20:31:38.334815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:38.334846] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:38.334872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:38.334928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:38.390560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:38.391186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:38.391261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:38.391292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:38.514541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:38.514718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:38.514758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:38.514785] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:38.518320] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-12-15T20:31:38.518638] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-15T20:31:38.518766] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:38.656603] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SKLZ.txt
[2025-12-15T20:31:38.656735] [INFO ] [sig       ] [2915/3591] Completed SKLZ in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:38.656774] [INFO ] [sig       ] [2916/3591] Forecasting SKM...
[2025-12-15T20:31:38.656803] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-15T20:31:38.656831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-15T20:31:38.667996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-15T20:31:38.668341] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-15T20:31:38.669161] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-15T20:31:38.669212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:38.669244] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:38.669270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:38.669327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:38.729090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:38.730232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:38.730349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:38.730384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:38.849636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:38.849796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:38.849838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:38.849867] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:38.853201] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-15T20:31:38.853480] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-15T20:31:38.853640] [INFO ] [sig       ] SKM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:38.989951] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SKM.txt
[2025-12-15T20:31:38.990092] [INFO ] [sig       ] [2916/3591] Completed SKM in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:38.990139] [INFO ] [sig       ] [2917/3591] Forecasting SKRE...
[2025-12-15T20:31:38.990169] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-15T20:31:38.990198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-15T20:31:39.001266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-15T20:31:39.001653] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-15T20:31:39.002402] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-15T20:31:39.002453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:39.002489] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:39.002517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:39.002597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:39.059674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:39.060414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:39.060493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:39.060524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:39.173709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:39.173859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:39.173914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:39.173945] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:39.177205] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=35.10%)
[2025-12-15T20:31:39.177466] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-15T20:31:39.177605] [INFO ] [sig       ] SKRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:39.317172] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SKRE.txt
[2025-12-15T20:31:39.317326] [INFO ] [sig       ] [2917/3591] Completed SKRE in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:39.317366] [INFO ] [sig       ] [2918/3591] Forecasting SKWD...
[2025-12-15T20:31:39.317396] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-15T20:31:39.317425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-15T20:31:39.328419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-15T20:31:39.328878] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-15T20:31:39.329781] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-15T20:31:39.329839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:39.329871] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:39.329899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:39.329958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:39.393487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:39.394360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:39.394447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:39.394482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:39.517889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:39.518061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:39.518107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:39.518137] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:39.521513] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-12-15T20:31:39.521814] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-15T20:31:39.521936] [INFO ] [sig       ] SKWD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:39.662292] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SKWD.txt
[2025-12-15T20:31:39.662426] [INFO ] [sig       ] [2918/3591] Completed SKWD in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:39.662467] [INFO ] [sig       ] [2919/3591] Forecasting SKY...
[2025-12-15T20:31:39.662496] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-15T20:31:39.662525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-15T20:31:39.673069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-15T20:31:39.673434] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-15T20:31:39.674247] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-15T20:31:39.674308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:39.674345] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:39.674373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:39.674432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:39.730358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:39.731025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:39.731130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:39.731166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:39.860332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:39.860483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:39.860533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:39.860589] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:39.864256] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-12-15T20:31:39.864528] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-15T20:31:39.864672] [INFO ] [sig       ] SKY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:40.003020] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SKY.txt
[2025-12-15T20:31:40.003167] [INFO ] [sig       ] [2919/3591] Completed SKY in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:40.003212] [INFO ] [sig       ] [2920/3591] Forecasting SKYE...
[2025-12-15T20:31:40.003244] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-15T20:31:40.003275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-15T20:31:40.014100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-15T20:31:40.014458] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-15T20:31:40.015263] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-15T20:31:40.015318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:40.015349] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:40.015377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:40.015436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:40.073886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:40.074498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:40.074591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:40.074626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:40.194343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:40.194486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:40.194525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:40.194558] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:40.198360] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-15T20:31:40.198640] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-15T20:31:40.198758] [INFO ] [sig       ] SKYE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:40.335513] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SKYE.txt
[2025-12-15T20:31:40.335690] [INFO ] [sig       ] [2920/3591] Completed SKYE in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:40.335924] [INFO ] [sig       ] [2921/3591] Forecasting SKYH...
[2025-12-15T20:31:40.335953] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-15T20:31:40.335982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-15T20:31:40.347848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-15T20:31:40.348204] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-15T20:31:40.349077] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-15T20:31:40.349128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:40.349176] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:40.349204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:40.349261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:40.405740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:40.406496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:40.406603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:40.406642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:40.523370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:40.523527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:40.523566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:40.523614] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:40.526900] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-12-15T20:31:40.527171] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-15T20:31:40.527297] [INFO ] [sig       ] SKYH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:40.673707] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SKYH.txt
[2025-12-15T20:31:40.673896] [INFO ] [sig       ] [2921/3591] Completed SKYH in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:40.673950] [INFO ] [sig       ] [2922/3591] Forecasting SKYX...
[2025-12-15T20:31:40.673986] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-15T20:31:40.674021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-15T20:31:40.686032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-15T20:31:40.686424] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-15T20:31:40.687241] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-15T20:31:40.687302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:40.687341] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:40.687369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:40.687426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:40.747508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:40.748414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:40.748515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:40.748551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:40.866669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:40.866826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:40.866868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:40.866899] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:40.870281] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2025-12-15T20:31:40.870564] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-15T20:31:40.870716] [INFO ] [sig       ] SKYX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:41.011797] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SKYX.txt
[2025-12-15T20:31:41.012024] [INFO ] [sig       ] [2922/3591] Completed SKYX in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:41.012068] [INFO ] [sig       ] [2923/3591] Forecasting SKYY...
[2025-12-15T20:31:41.012099] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-15T20:31:41.012129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-15T20:31:41.128854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-15T20:31:41.129297] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-15T20:31:41.130115] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-15T20:31:41.130167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:41.130198] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:41.130224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:41.130279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:41.188342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:41.189329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:41.189469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:41.189501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:41.315407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:41.315560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:41.315618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:41.315648] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:41.320120] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=48.85%)
[2025-12-15T20:31:41.320421] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-15T20:31:41.320554] [INFO ] [sig       ] SKYY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:41.474076] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SKYY.txt
[2025-12-15T20:31:41.474243] [INFO ] [sig       ] [2923/3591] Completed SKYY in 0.5s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:41.474285] [INFO ] [sig       ] [2924/3591] Forecasting SLAB...
[2025-12-15T20:31:41.474314] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-15T20:31:41.474344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-15T20:31:41.486062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-15T20:31:41.486441] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-15T20:31:41.487372] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-15T20:31:41.487445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:41.487476] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:41.487502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:41.487559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:41.547635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:41.548541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:41.548664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:41.548699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:41.672912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:41.673073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:41.673112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:41.673140] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:41.676407] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-12-15T20:31:41.676722] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-15T20:31:41.676844] [INFO ] [sig       ] SLAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:41.843073] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SLAB.txt
[2025-12-15T20:31:41.843229] [INFO ] [sig       ] [2924/3591] Completed SLAB in 0.4s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:41.843299] [INFO ] [sig       ] [2925/3591] Forecasting SLB...
[2025-12-15T20:31:41.843330] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-15T20:31:41.843360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-15T20:31:41.854880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-15T20:31:41.855189] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-15T20:31:41.855970] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-15T20:31:41.856021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:41.856053] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:41.856079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:41.856136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:41.910781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:41.911520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:41.911619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:41.911654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:42.030273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:42.030420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:42.030460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:42.030490] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:42.033856] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-12-15T20:31:42.034119] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-15T20:31:42.034237] [INFO ] [sig       ] SLB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:42.173046] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SLB.txt
[2025-12-15T20:31:42.173171] [INFO ] [sig       ] [2925/3591] Completed SLB in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:42.173211] [INFO ] [sig       ] [2926/3591] Forecasting SLDB...
[2025-12-15T20:31:42.173241] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-15T20:31:42.173269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-15T20:31:42.184108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-15T20:31:42.184432] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-15T20:31:42.185265] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-15T20:31:42.185319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:42.185377] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:42.185407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:42.185466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:42.242694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:42.243399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:42.243477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:42.243508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:42.362917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:42.363065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:42.363103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:42.363131] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:42.366390] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=15.22%)
[2025-12-15T20:31:42.366686] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-15T20:31:42.366830] [INFO ] [sig       ] SLDB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:42.509297] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SLDB.txt
[2025-12-15T20:31:42.509433] [INFO ] [sig       ] [2926/3591] Completed SLDB in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:42.509473] [INFO ] [sig       ] [2927/3591] Forecasting SLDP...
[2025-12-15T20:31:42.509503] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-15T20:31:42.509532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-15T20:31:42.521964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-15T20:31:42.522290] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-15T20:31:42.523057] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-15T20:31:42.523108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:42.523138] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:42.523164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:42.523220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:42.579749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:42.580648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:42.580742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:42.580775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:42.695539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:42.695709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:42.695750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:42.695779] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:42.699187] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-12-15T20:31:42.699503] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-15T20:31:42.699659] [INFO ] [sig       ] SLDP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:42.840942] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SLDP.txt
[2025-12-15T20:31:42.841098] [INFO ] [sig       ] [2927/3591] Completed SLDP in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:42.841140] [INFO ] [sig       ] [2928/3591] Forecasting SLF...
[2025-12-15T20:31:42.841171] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-15T20:31:42.841202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-15T20:31:42.854290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-15T20:31:42.854729] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-15T20:31:42.855599] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-15T20:31:42.855659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:42.855692] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:42.855719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:42.855776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:42.915455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:42.916541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:42.916646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:42.916680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:43.039214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:43.039363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:43.039403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:43.039447] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:43.042887] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-15T20:31:43.043148] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-15T20:31:43.043267] [INFO ] [sig       ] SLF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:43.182690] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SLF.txt
[2025-12-15T20:31:43.182848] [INFO ] [sig       ] [2928/3591] Completed SLF in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:43.182889] [INFO ] [sig       ] [2929/3591] Forecasting SLG...
[2025-12-15T20:31:43.182919] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-15T20:31:43.182949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-15T20:31:43.193466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-15T20:31:43.193852] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-15T20:31:43.194637] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-15T20:31:43.194689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:43.194719] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:43.194745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:43.194800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:43.249974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:43.250791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:43.250871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:43.250903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:43.374035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:43.374204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:43.374245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:43.374324] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:43.377983] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-15T20:31:43.378295] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-15T20:31:43.378425] [INFO ] [sig       ] SLG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:43.522669] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SLG.txt
[2025-12-15T20:31:43.522824] [INFO ] [sig       ] [2929/3591] Completed SLG in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-15T20:31:43.522865] [INFO ] [sig       ] [2930/3591] Forecasting SLGN...
[2025-12-15T20:31:43.522895] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-15T20:31:43.522925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-15T20:31:43.533840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-15T20:31:43.534217] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-15T20:31:43.534999] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-15T20:31:43.535050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:43.535081] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:43.535107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:43.535162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:43.590493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:43.591329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:43.591451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:43.591485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:43.713319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:43.713471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:43.713509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:43.713537] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:43.716867] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-12-15T20:31:43.717128] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-15T20:31:43.717251] [INFO ] [sig       ] SLGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:43.857680] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SLGN.txt
[2025-12-15T20:31:43.857844] [INFO ] [sig       ] [2930/3591] Completed SLGN in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-15T20:31:43.857885] [INFO ] [sig       ] [2931/3591] Forecasting SLM...
[2025-12-15T20:31:43.857913] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-15T20:31:43.857943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-15T20:31:43.869668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-15T20:31:43.870027] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-15T20:31:43.870816] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-15T20:31:43.870867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:43.871091] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:43.871118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:43.871174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:43.929214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:43.930095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:43.930178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:43.930210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:44.049309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:44.049434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:44.049471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:44.049499] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:44.052675] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-15T20:31:44.053093] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-15T20:31:44.053212] [INFO ] [sig       ] SLM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:44.193044] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SLM.txt
[2025-12-15T20:31:44.193168] [INFO ] [sig       ] [2931/3591] Completed SLM in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-15T20:31:44.193208] [INFO ] [sig       ] [2932/3591] Forecasting SLN...
[2025-12-15T20:31:44.193237] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-15T20:31:44.193266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-15T20:31:44.203894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-15T20:31:44.204187] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-15T20:31:44.204933] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-15T20:31:44.204984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:44.205014] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:44.205055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:44.205112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:44.260521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:44.261131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:44.261217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:44.261249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:44.379100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:44.379239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:44.379275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:44.379303] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:44.382523] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-15T20:31:44.382800] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-15T20:31:44.382919] [INFO ] [sig       ] SLN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:44.519020] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SLN.txt
[2025-12-15T20:31:44.519128] [INFO ] [sig       ] [2932/3591] Completed SLN in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:44.519174] [INFO ] [sig       ] [2933/3591] Forecasting SLNO...
[2025-12-15T20:31:44.519203] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-15T20:31:44.519231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-15T20:31:44.530600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-15T20:31:44.530981] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-15T20:31:44.531790] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-15T20:31:44.531844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:44.531876] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:44.531903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:44.531960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:44.590278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:44.590979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:44.591062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:44.591095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:44.710948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:44.711099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:44.711139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:44.711168] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:44.714913] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=27.45%)
[2025-12-15T20:31:44.715194] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-15T20:31:44.715321] [INFO ] [sig       ] SLNO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:44.857229] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SLNO.txt
[2025-12-15T20:31:44.857382] [INFO ] [sig       ] [2933/3591] Completed SLNO in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:44.857432] [INFO ] [sig       ] [2934/3591] Forecasting SLP...
[2025-12-15T20:31:44.857461] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-15T20:31:44.857491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-15T20:31:44.868790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-15T20:31:44.869129] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-15T20:31:44.869923] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-15T20:31:44.869974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:44.870005] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:44.870032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:44.870087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:44.926229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:44.926828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:44.926905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:44.926938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:45.044410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:45.044586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:45.044627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:45.044655] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:45.047949] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-12-15T20:31:45.048217] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-15T20:31:45.048337] [INFO ] [sig       ] SLP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:45.190953] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SLP.txt
[2025-12-15T20:31:45.191108] [INFO ] [sig       ] [2934/3591] Completed SLP in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:45.191150] [INFO ] [sig       ] [2935/3591] Forecasting SLQD...
[2025-12-15T20:31:45.191179] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-15T20:31:45.191209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-15T20:31:45.203017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-15T20:31:45.203328] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-15T20:31:45.204098] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-15T20:31:45.204150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:45.204180] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:45.204206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:45.204262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:45.260947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:45.261960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:45.262039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:45.262072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:45.382899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:45.383100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:45.383150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:45.383181] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:45.386859] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=93.11%)
[2025-12-15T20:31:45.387159] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-15T20:31:45.387280] [INFO ] [sig       ] SLQD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:45.527000] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SLQD.txt
[2025-12-15T20:31:45.527143] [INFO ] [sig       ] [2935/3591] Completed SLQD in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:45.527189] [INFO ] [sig       ] [2936/3591] Forecasting SLRC...
[2025-12-15T20:31:45.527220] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-15T20:31:45.527256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-15T20:31:45.538330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-15T20:31:45.538660] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-15T20:31:45.539443] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-15T20:31:45.539493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:45.539523] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:45.539550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:45.539632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:45.596096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:45.596756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:45.596869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:45.596904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:45.716672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:45.716830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:45.716871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:45.716900] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:45.720212] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-15T20:31:45.720479] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-15T20:31:45.720620] [INFO ] [sig       ] SLRC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:45.859254] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SLRC.txt
[2025-12-15T20:31:45.859380] [INFO ] [sig       ] [2936/3591] Completed SLRC in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:45.859419] [INFO ] [sig       ] [2937/3591] Forecasting SLS...
[2025-12-15T20:31:45.859450] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-15T20:31:45.859479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-15T20:31:45.870258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-15T20:31:45.870596] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-15T20:31:45.871346] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-15T20:31:45.871397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:45.871429] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:45.871457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:45.871515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:45.929068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:45.929705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:45.929787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:45.929819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:46.045181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:46.045331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:46.045382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:46.045423] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:46.048745] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-15T20:31:46.049037] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-15T20:31:46.049162] [INFO ] [sig       ] SLS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:46.203428] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SLS.txt
[2025-12-15T20:31:46.203656] [INFO ] [sig       ] [2937/3591] Completed SLS in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:46.203719] [INFO ] [sig       ] [2938/3591] Forecasting SLVM...
[2025-12-15T20:31:46.203760] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-15T20:31:46.203801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-15T20:31:46.216198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-15T20:31:46.216564] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-15T20:31:46.217336] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-15T20:31:46.217388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:46.217419] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:46.217445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:46.217501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:46.273112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:46.273991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:46.274073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:46.274105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:46.394399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:46.394547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:46.394610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:46.394641] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:46.397922] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=74.05%)
[2025-12-15T20:31:46.398180] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-15T20:31:46.398299] [INFO ] [sig       ] SLVM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:46.537259] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SLVM.txt
[2025-12-15T20:31:46.537394] [INFO ] [sig       ] [2938/3591] Completed SLVM in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:46.537434] [INFO ] [sig       ] [2939/3591] Forecasting SLVO...
[2025-12-15T20:31:46.537462] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-15T20:31:46.537491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-15T20:31:46.548108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-15T20:31:46.548434] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-15T20:31:46.549218] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-15T20:31:46.549269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:46.549300] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:46.549325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:46.549380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:46.604890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:46.605495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:46.605570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:46.605620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:46.720361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:46.720487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:46.720526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:46.720587] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:46.723814] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-15T20:31:46.724074] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-15T20:31:46.724190] [INFO ] [sig       ] SLVO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:46.864315] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SLVO.txt
[2025-12-15T20:31:46.864509] [INFO ] [sig       ] [2939/3591] Completed SLVO in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:46.864552] [INFO ] [sig       ] [2940/3591] Forecasting SLXN...
[2025-12-15T20:31:46.864602] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-15T20:31:46.864634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-15T20:31:46.875214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-15T20:31:46.875564] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-15T20:31:46.876373] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-15T20:31:46.876427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:46.876460] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:46.876488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:46.876546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:46.932813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:46.933424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:46.933515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:46.933547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:47.046267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:47.046420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:47.046458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:47.046488] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:47.049747] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=48.17%)
[2025-12-15T20:31:47.050008] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-15T20:31:47.050126] [INFO ] [sig       ] SLXN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:47.186733] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SLXN.txt
[2025-12-15T20:31:47.186856] [INFO ] [sig       ] [2940/3591] Completed SLXN in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:47.186896] [INFO ] [sig       ] [2941/3591] Forecasting SM...
[2025-12-15T20:31:47.186925] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-15T20:31:47.186954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-15T20:31:47.197886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-15T20:31:47.198225] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-15T20:31:47.199050] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-15T20:31:47.199101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:47.199132] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:47.199159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:47.199215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:47.255300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:47.255952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:47.256026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:47.256058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:47.375427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:47.375618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:47.375660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:47.375689] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:47.379003] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-15T20:31:47.379309] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-15T20:31:47.379440] [INFO ] [sig       ] SM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:47.519927] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SM.txt
[2025-12-15T20:31:47.520053] [INFO ] [sig       ] [2941/3591] Completed SM in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:47.520093] [INFO ] [sig       ] [2942/3591] Forecasting SMBC...
[2025-12-15T20:31:47.520122] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-15T20:31:47.520150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-15T20:31:47.531042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-15T20:31:47.531349] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-15T20:31:47.532123] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-15T20:31:47.532174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:47.532206] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:47.532233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:47.532288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:47.591006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:47.591708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:47.591800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:47.591836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:47.710226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:47.710373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:47.710414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:47.710444] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:47.713949] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-12-15T20:31:47.714228] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-15T20:31:47.714367] [INFO ] [sig       ] SMBC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:47.854511] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SMBC.txt
[2025-12-15T20:31:47.854663] [INFO ] [sig       ] [2942/3591] Completed SMBC in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:47.854707] [INFO ] [sig       ] [2943/3591] Forecasting SMBK...
[2025-12-15T20:31:47.854744] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-15T20:31:47.854778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-15T20:31:47.866163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-15T20:31:47.866488] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-15T20:31:47.867307] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-15T20:31:47.867360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:47.867420] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:47.867450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:47.867553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:47.926675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:47.927349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:47.927429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:47.927464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:48.048514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:48.048675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:48.048715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:48.048746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:48.052081] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=83.52%)
[2025-12-15T20:31:48.052351] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-15T20:31:48.052477] [INFO ] [sig       ] SMBK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:48.191202] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SMBK.txt
[2025-12-15T20:31:48.191328] [INFO ] [sig       ] [2943/3591] Completed SMBK in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:48.191368] [INFO ] [sig       ] [2944/3591] Forecasting SMCI...
[2025-12-15T20:31:48.191397] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-15T20:31:48.191425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-15T20:31:48.202873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-15T20:31:48.203405] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-15T20:31:48.204173] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-15T20:31:48.204224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:48.204255] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:48.204282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:48.204338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:48.262473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:48.263100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:48.263179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:48.263212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:48.404385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:48.404610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:48.404679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:48.404724] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:48.408679] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-15T20:31:48.409071] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-15T20:31:48.409214] [INFO ] [sig       ] SMCI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:48.548252] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SMCI.txt
[2025-12-15T20:31:48.548383] [INFO ] [sig       ] [2944/3591] Completed SMCI in 0.4s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:48.548422] [INFO ] [sig       ] [2945/3591] Forecasting SMCX...
[2025-12-15T20:31:48.548451] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-15T20:31:48.548480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-15T20:31:48.559431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-15T20:31:48.559759] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-15T20:31:48.560515] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-15T20:31:48.560605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:48.560646] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:48.560672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:48.560730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:48.617434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:48.618069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:48.618144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:48.618176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:48.744258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:48.744403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:48.744442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:48.744470] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:48.747741] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=46.93%)
[2025-12-15T20:31:48.748005] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-15T20:31:48.748127] [INFO ] [sig       ] SMCX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:48.885253] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SMCX.txt
[2025-12-15T20:31:48.885371] [INFO ] [sig       ] [2945/3591] Completed SMCX in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:48.885411] [INFO ] [sig       ] [2946/3591] Forecasting SMFG...
[2025-12-15T20:31:48.885441] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-15T20:31:48.885470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-15T20:31:48.896217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-15T20:31:48.896551] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-15T20:31:48.897310] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-15T20:31:48.897360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:48.897390] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:48.897417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:48.897473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:48.956465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:48.957486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:48.957568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:48.957617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:49.081900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:49.082046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:49.082085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:49.082152] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:49.085439] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-15T20:31:49.085724] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-15T20:31:49.085851] [INFO ] [sig       ] SMFG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:49.226874] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SMFG.txt
[2025-12-15T20:31:49.227000] [INFO ] [sig       ] [2946/3591] Completed SMFG in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:49.227038] [INFO ] [sig       ] [2947/3591] Forecasting SMH...
[2025-12-15T20:31:49.227069] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-15T20:31:49.227098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-15T20:31:49.238068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-15T20:31:49.238381] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-15T20:31:49.239177] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-15T20:31:49.239228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:49.239259] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:49.239286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:49.239342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:49.297723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:49.298381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:49.298459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:49.298492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:49.423411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:49.423553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:49.423609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:49.423638] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:49.426891] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-12-15T20:31:49.427153] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-15T20:31:49.427273] [INFO ] [sig       ] SMH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:49.566197] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SMH.txt
[2025-12-15T20:31:49.566321] [INFO ] [sig       ] [2947/3591] Completed SMH in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-15T20:31:49.566361] [INFO ] [sig       ] [2948/3591] Forecasting SMHI...
[2025-12-15T20:31:49.566390] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-15T20:31:49.566419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-15T20:31:49.576918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-15T20:31:49.577448] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-15T20:31:49.578209] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-15T20:31:49.578260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:49.578291] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:49.578317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:49.578374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:49.635884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:49.636705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:49.636794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:49.636833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:49.755980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:49.756129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:49.756168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:49.756197] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:49.759495] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=34.50%)
[2025-12-15T20:31:49.759783] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-15T20:31:49.759906] [INFO ] [sig       ] SMHI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:49.903144] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SMHI.txt
[2025-12-15T20:31:49.903307] [INFO ] [sig       ] [2948/3591] Completed SMHI in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-15T20:31:49.903349] [INFO ] [sig       ] [2949/3591] Forecasting SMHX...
[2025-12-15T20:31:49.903387] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-15T20:31:49.903418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-15T20:31:49.913909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-15T20:31:49.914232] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-15T20:31:49.915012] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-15T20:31:49.915063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:49.915093] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:49.915119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:49.915174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:49.970253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:49.970903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:49.970980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:49.971012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:50.089669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:50.089823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:50.089865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:50.089893] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:50.093191] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-12-15T20:31:50.093460] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-15T20:31:50.093595] [INFO ] [sig       ] SMHX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:50.231986] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SMHX.txt
[2025-12-15T20:31:50.232112] [INFO ] [sig       ] [2949/3591] Completed SMHX in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:50.232151] [INFO ] [sig       ] [2950/3591] Forecasting SMID...
[2025-12-15T20:31:50.232180] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-15T20:31:50.232208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-15T20:31:50.242196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-15T20:31:50.242516] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-15T20:31:50.243279] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-15T20:31:50.243330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:50.243362] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:50.243389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:50.243445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:50.299514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:50.300163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:50.300241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:50.300274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:50.408437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:50.408611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:50.408652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:50.408680] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:50.412316] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-15T20:31:50.412680] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-15T20:31:50.412816] [INFO ] [sig       ] SMID: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:50.556463] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SMID.txt
[2025-12-15T20:31:50.556610] [INFO ] [sig       ] [2950/3591] Completed SMID in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:50.556651] [INFO ] [sig       ] [2951/3591] Forecasting SMPL...
[2025-12-15T20:31:50.556681] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-15T20:31:50.556710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-15T20:31:50.568222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-15T20:31:50.568531] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-15T20:31:50.569321] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-15T20:31:50.569372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:50.569404] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:50.569431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:50.569485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:50.627395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:50.628066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:50.628143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:50.628175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:50.754827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:50.755016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:50.755058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:50.755086] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:50.758539] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-15T20:31:50.758831] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-15T20:31:50.758988] [INFO ] [sig       ] SMPL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:50.899639] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SMPL.txt
[2025-12-15T20:31:50.899767] [INFO ] [sig       ] [2951/3591] Completed SMPL in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:50.899807] [INFO ] [sig       ] [2952/3591] Forecasting SMTC...
[2025-12-15T20:31:50.899836] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-15T20:31:50.899865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-15T20:31:50.910390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-15T20:31:50.910748] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-15T20:31:50.911487] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-15T20:31:50.911538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:50.911592] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:50.911624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:50.911689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:50.969022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:50.969912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:50.969999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:50.970033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:51.087953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:51.088118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:51.088159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:51.088188] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:51.091606] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-12-15T20:31:51.091886] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-15T20:31:51.092010] [INFO ] [sig       ] SMTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:51.227769] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SMTC.txt
[2025-12-15T20:31:51.227913] [INFO ] [sig       ] [2952/3591] Completed SMTC in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:51.227954] [INFO ] [sig       ] [2953/3591] Forecasting SMTI...
[2025-12-15T20:31:51.227985] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-15T20:31:51.228013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-15T20:31:51.238087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-15T20:31:51.238455] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-15T20:31:51.239291] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-15T20:31:51.239342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:51.239373] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:51.239401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:51.239457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:51.296427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:51.297258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:51.297374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:51.297418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:51.412407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:51.412566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:51.412631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:51.412661] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:51.416021] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=58.31%)
[2025-12-15T20:31:51.416297] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-15T20:31:51.416425] [INFO ] [sig       ] SMTI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:51.562974] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SMTI.txt
[2025-12-15T20:31:51.563108] [INFO ] [sig       ] [2953/3591] Completed SMTI in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:51.563148] [INFO ] [sig       ] [2954/3591] Forecasting SMWB...
[2025-12-15T20:31:51.563177] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-15T20:31:51.563206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-15T20:31:51.574064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-15T20:31:51.574450] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-15T20:31:51.575283] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-15T20:31:51.575335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:51.575369] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:51.575396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:51.575454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:51.632495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:51.633200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:51.633292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:51.633327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:51.755520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:51.755698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:51.755739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:51.755769] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:51.759099] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=22.27%)
[2025-12-15T20:31:51.759368] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-15T20:31:51.759495] [INFO ] [sig       ] SMWB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:51.898916] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SMWB.txt
[2025-12-15T20:31:51.899055] [INFO ] [sig       ] [2954/3591] Completed SMWB in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:51.899094] [INFO ] [sig       ] [2955/3591] Forecasting SMX...
[2025-12-15T20:31:51.899124] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-15T20:31:51.899153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-15T20:31:51.910016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-15T20:31:51.910358] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-15T20:31:51.911185] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-15T20:31:51.911238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:51.911271] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:51.911297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:51.911353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:51.970348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:51.971009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:51.971089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:51.971124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:52.070769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:52.070915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:52.070955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:52.070985] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:52.074379] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-15T20:31:52.074665] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-15T20:31:52.074788] [INFO ] [sig       ] SMX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:52.212885] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SMX.txt
[2025-12-15T20:31:52.213006] [INFO ] [sig       ] [2955/3591] Completed SMX in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:52.213044] [INFO ] [sig       ] [2956/3591] Forecasting SN...
[2025-12-15T20:31:52.213074] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-15T20:31:52.213103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-15T20:31:52.223947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-15T20:31:52.224402] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-15T20:31:52.225383] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-15T20:31:52.225438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:52.225487] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:52.225517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:52.225595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:52.283392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:52.284159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:52.284241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:52.284274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:52.408098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:52.408249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:52.408289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:52.408319] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:52.411675] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=87.17%)
[2025-12-15T20:31:52.411949] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-15T20:31:52.412074] [INFO ] [sig       ] SN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:52.554135] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SN.txt
[2025-12-15T20:31:52.554285] [INFO ] [sig       ] [2956/3591] Completed SN in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:52.554326] [INFO ] [sig       ] [2957/3591] Forecasting SNA...
[2025-12-15T20:31:52.554356] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-15T20:31:52.554386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-15T20:31:52.564950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-15T20:31:52.565279] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-15T20:31:52.566064] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-15T20:31:52.566117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:52.566150] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:52.566178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:52.566236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:52.625965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:52.626724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:52.626804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:52.626842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:52.750672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:52.750809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:52.750857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:52.750891] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:52.754684] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-15T20:31:52.755041] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-15T20:31:52.755177] [INFO ] [sig       ] SNA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:52.901916] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SNA.txt
[2025-12-15T20:31:52.902071] [INFO ] [sig       ] [2957/3591] Completed SNA in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:52.902112] [INFO ] [sig       ] [2958/3591] Forecasting SNAP...
[2025-12-15T20:31:52.902141] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-15T20:31:52.902171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-15T20:31:52.915994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-15T20:31:52.916730] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-15T20:31:52.917594] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-15T20:31:52.917649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:52.917681] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:52.917708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:52.917764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:52.984899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:52.986098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:52.986210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:52.986262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:53.118248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:53.118411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:53.118451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:53.118480] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:53.121906] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=61.38%)
[2025-12-15T20:31:53.122186] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-15T20:31:53.122313] [INFO ] [sig       ] SNAP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:53.260051] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SNAP.txt
[2025-12-15T20:31:53.260189] [INFO ] [sig       ] [2958/3591] Completed SNAP in 0.4s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:53.260231] [INFO ] [sig       ] [2959/3591] Forecasting SNCY...
[2025-12-15T20:31:53.260261] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-15T20:31:53.260290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-15T20:31:53.271118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-15T20:31:53.271457] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-15T20:31:53.272242] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-15T20:31:53.272294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:53.272326] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:53.272352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:53.272408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:53.329533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:53.330299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:53.330379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:53.330411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:53.450328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:53.450489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:53.450527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:53.450556] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:53.453905] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-15T20:31:53.454171] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-15T20:31:53.454291] [INFO ] [sig       ] SNCY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:53.599743] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SNCY.txt
[2025-12-15T20:31:53.599910] [INFO ] [sig       ] [2959/3591] Completed SNCY in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:53.599962] [INFO ] [sig       ] [2960/3591] Forecasting SND...
[2025-12-15T20:31:53.599994] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-15T20:31:53.600025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-15T20:31:53.611758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-15T20:31:53.612155] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-15T20:31:53.612943] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-15T20:31:53.612995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:53.613054] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:53.613083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:53.613141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:53.670328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:53.671022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:53.671101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:53.671134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:53.816315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:53.816477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:53.816519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:53.816549] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:53.820078] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=35.90%)
[2025-12-15T20:31:53.820366] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-15T20:31:53.820492] [INFO ] [sig       ] SND: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:53.960406] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SND.txt
[2025-12-15T20:31:53.960536] [INFO ] [sig       ] [2960/3591] Completed SND in 0.4s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:53.960593] [INFO ] [sig       ] [2961/3591] Forecasting SNDL...
[2025-12-15T20:31:53.960624] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-15T20:31:53.960654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-15T20:31:53.971492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-15T20:31:53.971796] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-15T20:31:53.972530] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-15T20:31:53.972606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:53.972640] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:53.972666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:53.972722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:54.027285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:54.027887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:54.027963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:54.027994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:54.144094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:54.144228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:54.144267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:54.144296] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:54.147509] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-12-15T20:31:54.147790] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-15T20:31:54.147929] [INFO ] [sig       ] SNDL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:54.283509] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SNDL.txt
[2025-12-15T20:31:54.283631] [INFO ] [sig       ] [2961/3591] Completed SNDL in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:54.283671] [INFO ] [sig       ] [2962/3591] Forecasting SNDX...
[2025-12-15T20:31:54.283698] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-15T20:31:54.283727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-15T20:31:54.295952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-15T20:31:54.296384] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-15T20:31:54.297250] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-15T20:31:54.297305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:54.297338] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:54.297364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:54.297420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:54.356298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:54.357260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:54.357348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:54.357381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:54.486647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:54.486831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:54.486877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:54.486906] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:54.490455] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-15T20:31:54.490776] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-15T20:31:54.490903] [INFO ] [sig       ] SNDX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:54.633043] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SNDX.txt
[2025-12-15T20:31:54.633171] [INFO ] [sig       ] [2962/3591] Completed SNDX in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:54.633211] [INFO ] [sig       ] [2963/3591] Forecasting SNES...
[2025-12-15T20:31:54.633240] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-15T20:31:54.633270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-15T20:31:54.644294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-15T20:31:54.644630] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-15T20:31:54.645361] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-15T20:31:54.645412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:54.645442] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:54.645468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:54.645524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:54.701050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:54.701649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:54.701727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:54.701759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:54.816658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:54.816808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:54.816846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:54.816917] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:54.820266] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=43.32%)
[2025-12-15T20:31:54.820528] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-15T20:31:54.820665] [INFO ] [sig       ] SNES: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:54.962292] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SNES.txt
[2025-12-15T20:31:54.962454] [INFO ] [sig       ] [2963/3591] Completed SNES in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:54.962495] [INFO ] [sig       ] [2964/3591] Forecasting SNEX...
[2025-12-15T20:31:54.962524] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-15T20:31:54.962554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-15T20:31:54.974914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-15T20:31:54.975298] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-15T20:31:54.976085] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-15T20:31:54.976327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:54.976358] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:54.976385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:54.976440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:55.031952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:55.032780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:55.032861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:55.032896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:55.150778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:55.150898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:55.150934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:55.150964] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:55.154133] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-15T20:31:55.154392] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-15T20:31:55.154512] [INFO ] [sig       ] SNEX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:55.294080] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SNEX.txt
[2025-12-15T20:31:55.294218] [INFO ] [sig       ] [2964/3591] Completed SNEX in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:55.294260] [INFO ] [sig       ] [2965/3591] Forecasting SNFCA...
[2025-12-15T20:31:55.294290] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-15T20:31:55.294319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-15T20:31:55.305913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-15T20:31:55.306227] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-15T20:31:55.306985] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-15T20:31:55.307035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:55.307066] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:55.307093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:55.307149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:55.363158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:55.363759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:55.363850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:55.363883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:55.485199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:55.485339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:55.485377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:55.485406] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:55.488637] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=9.15%)
[2025-12-15T20:31:55.488900] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-15T20:31:55.489065] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:55.627734] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SNFCA.txt
[2025-12-15T20:31:55.627854] [INFO ] [sig       ] [2965/3591] Completed SNFCA in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-15T20:31:55.627894] [INFO ] [sig       ] [2966/3591] Forecasting SNGX...
[2025-12-15T20:31:55.627922] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-15T20:31:55.627953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-15T20:31:55.639281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-15T20:31:55.639716] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-15T20:31:55.640506] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-15T20:31:55.640557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:55.640611] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:55.640639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:55.640695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:55.704527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:55.705402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:55.705488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:55.705522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:55.825306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:55.825470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:55.825509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:55.825536] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:55.828911] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-15T20:31:55.829235] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-15T20:31:55.829362] [INFO ] [sig       ] SNGX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:55.971403] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SNGX.txt
[2025-12-15T20:31:55.971588] [INFO ] [sig       ] [2966/3591] Completed SNGX in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-15T20:31:55.971633] [INFO ] [sig       ] [2967/3591] Forecasting SNN...
[2025-12-15T20:31:55.971662] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-15T20:31:55.971692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-15T20:31:55.983095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-15T20:31:55.983482] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-15T20:31:55.984255] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-15T20:31:55.984305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:55.984352] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:55.984380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:55.984436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:56.043469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:56.044310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:56.044392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:56.044424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:56.161895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:56.162046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:56.162084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:56.162112] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:56.165378] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=86.85%)
[2025-12-15T20:31:56.165660] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-15T20:31:56.165779] [INFO ] [sig       ] SNN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:56.305288] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SNN.txt
[2025-12-15T20:31:56.305403] [INFO ] [sig       ] [2967/3591] Completed SNN in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:56.305441] [INFO ] [sig       ] [2968/3591] Forecasting SNOA...
[2025-12-15T20:31:56.305470] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-15T20:31:56.305499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-15T20:31:56.315256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-15T20:31:56.315566] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-15T20:31:56.316322] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-15T20:31:56.316372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:56.316402] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:56.316428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:56.316485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:56.373758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:56.374317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:56.374392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:56.374423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:56.495805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:56.495947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:56.495989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:56.496016] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:56.499235] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=27.33%)
[2025-12-15T20:31:56.499495] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-15T20:31:56.499630] [INFO ] [sig       ] SNOA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:56.638104] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SNOA.txt
[2025-12-15T20:31:56.638210] [INFO ] [sig       ] [2968/3591] Completed SNOA in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:56.638248] [INFO ] [sig       ] [2969/3591] Forecasting SNPS...
[2025-12-15T20:31:56.638276] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-15T20:31:56.638305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-15T20:31:56.648068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-15T20:31:56.648377] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-15T20:31:56.649186] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-15T20:31:56.649237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:56.649268] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:56.649294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:56.649349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:56.704390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:56.704987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:56.705061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:56.705093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:56.823928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:56.824031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:56.824066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:56.824093] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:56.827154] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-12-15T20:31:56.827410] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-15T20:31:56.827529] [INFO ] [sig       ] SNPS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:56.973218] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SNPS.txt
[2025-12-15T20:31:56.973377] [INFO ] [sig       ] [2969/3591] Completed SNPS in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:56.973419] [INFO ] [sig       ] [2970/3591] Forecasting SNTI...
[2025-12-15T20:31:56.973450] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-15T20:31:56.973479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-15T20:31:56.983729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-15T20:31:56.984098] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-15T20:31:56.984893] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-15T20:31:56.984945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:56.984976] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:56.985003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:56.985060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:57.042902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:57.043808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:57.043927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:57.043962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:57.169666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:57.169838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:57.169882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:57.169920] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:57.173375] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-15T20:31:57.173710] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-15T20:31:57.173849] [INFO ] [sig       ] SNTI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:57.312887] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SNTI.txt
[2025-12-15T20:31:57.313028] [INFO ] [sig       ] [2970/3591] Completed SNTI in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:57.313072] [INFO ] [sig       ] [2971/3591] Forecasting SNX...
[2025-12-15T20:31:57.313115] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-15T20:31:57.313146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-15T20:31:57.324280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-15T20:31:57.324648] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-15T20:31:57.325451] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-15T20:31:57.325502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:57.325533] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:57.325559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:57.325641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:57.381654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:57.382251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:57.382330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:57.382363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:57.502664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:57.502807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:57.502844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:57.502873] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:57.506240] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-12-15T20:31:57.506514] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-15T20:31:57.506659] [INFO ] [sig       ] SNX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:57.644322] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SNX.txt
[2025-12-15T20:31:57.644434] [INFO ] [sig       ] [2971/3591] Completed SNX in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:57.644473] [INFO ] [sig       ] [2972/3591] Forecasting SNY...
[2025-12-15T20:31:57.644502] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-15T20:31:57.644532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-15T20:31:57.654172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-15T20:31:57.654467] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-15T20:31:57.655234] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-15T20:31:57.655284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:57.655315] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:57.655340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:57.655396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:57.710881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:57.711458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:57.711536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:57.711567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:57.828374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:57.828514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:57.828551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:57.828595] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:57.831909] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=82.95%)
[2025-12-15T20:31:57.832203] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-15T20:31:57.832325] [INFO ] [sig       ] SNY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:57.968494] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SNY.txt
[2025-12-15T20:31:57.968624] [INFO ] [sig       ] [2972/3591] Completed SNY in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:57.968665] [INFO ] [sig       ] [2973/3591] Forecasting SO...
[2025-12-15T20:31:57.968694] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-15T20:31:57.968731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-15T20:31:57.978394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-15T20:31:57.978702] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-15T20:31:57.979469] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-15T20:31:57.979519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:57.979549] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:57.979596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:57.979654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:58.035448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:58.036056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:58.036134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:58.036168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:58.165871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:58.165994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:58.166033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:58.166062] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:58.169325] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=92.33%)
[2025-12-15T20:31:58.169609] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-15T20:31:58.169732] [INFO ] [sig       ] SO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:58.308751] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SO.txt
[2025-12-15T20:31:58.308878] [INFO ] [sig       ] [2973/3591] Completed SO in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:58.308918] [INFO ] [sig       ] [2974/3591] Forecasting SOCL...
[2025-12-15T20:31:58.308946] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-15T20:31:58.308991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-15T20:31:58.319745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-15T20:31:58.320040] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-15T20:31:58.320992] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-15T20:31:58.321042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:58.321073] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:58.321099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:58.321155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:58.377444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:58.378041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:58.378117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:58.378149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:58.480320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:58.480418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:58.480454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:58.480497] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:58.483522] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-15T20:31:58.483793] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-15T20:31:58.483911] [INFO ] [sig       ] SOCL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:58.620591] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SOCL.txt
[2025-12-15T20:31:58.620701] [INFO ] [sig       ] [2974/3591] Completed SOCL in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:58.620739] [INFO ] [sig       ] [2975/3591] Forecasting SOFI...
[2025-12-15T20:31:58.620768] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-15T20:31:58.620797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-15T20:31:58.630495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-15T20:31:58.630807] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-15T20:31:58.631550] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-15T20:31:58.631623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:58.631656] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:58.631682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:58.631739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:58.687312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:58.688132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:58.688213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:58.688245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:58.806633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:58.806792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:58.806831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:58.806860] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:58.810238] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-12-15T20:31:58.810506] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-15T20:31:58.810646] [INFO ] [sig       ] SOFI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:58.949124] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SOFI.txt
[2025-12-15T20:31:58.949281] [INFO ] [sig       ] [2975/3591] Completed SOFI in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:58.949322] [INFO ] [sig       ] [2976/3591] Forecasting SOGP...
[2025-12-15T20:31:58.949352] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-15T20:31:58.949381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-15T20:31:58.959278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-15T20:31:58.959658] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-15T20:31:58.960410] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-15T20:31:58.960469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:58.960512] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:58.960548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:58.960644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:59.017298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:59.018167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:59.018252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:59.018304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:59.140964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:59.141157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:59.141206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:59.141243] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:59.145828] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: UP (p=86.50%)
[2025-12-15T20:31:59.146213] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-15T20:31:59.146380] [INFO ] [sig       ] SOGP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:31:59.286142] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SOGP.txt
[2025-12-15T20:31:59.286267] [INFO ] [sig       ] [2976/3591] Completed SOGP in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:59.286307] [INFO ] [sig       ] [2977/3591] Forecasting SOJC...
[2025-12-15T20:31:59.286336] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-15T20:31:59.286365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-15T20:31:59.295838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-15T20:31:59.296143] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-15T20:31:59.296909] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-15T20:31:59.296960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:59.297036] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:59.297064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:59.297125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:59.352318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:59.352913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:59.352989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:59.353021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:59.468102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:59.468239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:59.468276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:59.468304] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:59.471642] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-15T20:31:59.471907] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-15T20:31:59.472030] [INFO ] [sig       ] SOJC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:59.612313] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SOJC.txt
[2025-12-15T20:31:59.612425] [INFO ] [sig       ] [2977/3591] Completed SOJC in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:59.612465] [INFO ] [sig       ] [2978/3591] Forecasting SOJD...
[2025-12-15T20:31:59.612495] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-15T20:31:59.612523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-15T20:31:59.622521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-15T20:31:59.622842] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-15T20:31:59.623610] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-15T20:31:59.623660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:59.623691] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:59.623717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:59.623794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:31:59.679701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:31:59.680283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:31:59.680359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:31:59.680391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:31:59.798592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:31:59.798695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:31:59.798732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:31:59.798759] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:31:59.801944] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-15T20:31:59.802209] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-15T20:31:59.802326] [INFO ] [sig       ] SOJD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:31:59.940278] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SOJD.txt
[2025-12-15T20:31:59.940383] [INFO ] [sig       ] [2978/3591] Completed SOJD in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:31:59.940421] [INFO ] [sig       ] [2979/3591] Forecasting SOJE...
[2025-12-15T20:31:59.940450] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-15T20:31:59.940479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-15T20:31:59.950257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-15T20:31:59.950547] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-15T20:31:59.951301] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-15T20:31:59.951351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:31:59.951383] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:31:59.951410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:31:59.951466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:00.007020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:00.007607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:00.007682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:00.007714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:00.126093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:00.126229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:00.126265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:00.126293] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:00.129558] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2025-12-15T20:32:00.129841] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-15T20:32:00.129958] [INFO ] [sig       ] SOJE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:00.293181] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SOJE.txt
[2025-12-15T20:32:00.293312] [INFO ] [sig       ] [2979/3591] Completed SOJE in 0.4s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:32:00.293352] [INFO ] [sig       ] [2980/3591] Forecasting SON...
[2025-12-15T20:32:00.293382] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-15T20:32:00.293412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-15T20:32:00.302663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-15T20:32:00.302958] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-15T20:32:00.303726] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-15T20:32:00.303789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:00.303821] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:00.303848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:00.303904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:00.359381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:00.359999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:00.360082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:00.360115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:00.478096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:00.478209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:00.478247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:00.478313] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:00.481722] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-12-15T20:32:00.482001] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-15T20:32:00.482145] [INFO ] [sig       ] SON: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:00.619635] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SON.txt
[2025-12-15T20:32:00.619747] [INFO ] [sig       ] [2980/3591] Completed SON in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:32:00.619786] [INFO ] [sig       ] [2981/3591] Forecasting SONO...
[2025-12-15T20:32:00.619814] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-15T20:32:00.619843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-15T20:32:00.629735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-15T20:32:00.630045] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-15T20:32:00.630847] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-15T20:32:00.630898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:00.630930] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:00.630957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:00.631025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:00.690165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:00.690806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:00.690885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:00.690918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:00.811674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:00.811795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:00.811834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:00.811862] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:00.815157] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-15T20:32:00.815422] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-15T20:32:00.815541] [INFO ] [sig       ] SONO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:00.958683] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SONO.txt
[2025-12-15T20:32:00.958795] [INFO ] [sig       ] [2981/3591] Completed SONO in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:32:00.958832] [INFO ] [sig       ] [2982/3591] Forecasting SOPA...
[2025-12-15T20:32:00.958862] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-15T20:32:00.958891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-15T20:32:00.968449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-15T20:32:00.968787] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-15T20:32:00.969568] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-15T20:32:00.969636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:00.969667] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:00.969692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:00.969748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:01.025780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:01.026364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:01.026441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:01.026474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:01.147121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:01.147253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:01.147291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:01.147322] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:01.150947] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-15T20:32:01.151228] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-15T20:32:01.151352] [INFO ] [sig       ] SOPA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:01.314445] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SOPA.txt
[2025-12-15T20:32:01.314646] [INFO ] [sig       ] [2982/3591] Completed SOPA in 0.4s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:32:01.314692] [INFO ] [sig       ] [2983/3591] Forecasting SOPH...
[2025-12-15T20:32:01.314724] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-15T20:32:01.314755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-15T20:32:01.325080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-15T20:32:01.325494] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-15T20:32:01.326419] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-15T20:32:01.326473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:01.326505] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:01.326534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:01.326609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:01.384247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:01.385053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:01.385138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:01.385171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:01.498438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:01.498549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:01.498602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:01.498632] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:01.501756] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-12-15T20:32:01.502031] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-15T20:32:01.502152] [INFO ] [sig       ] SOPH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:01.640512] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SOPH.txt
[2025-12-15T20:32:01.640649] [INFO ] [sig       ] [2983/3591] Completed SOPH in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-15T20:32:01.640691] [INFO ] [sig       ] [2984/3591] Forecasting SOUN...
[2025-12-15T20:32:01.640721] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-15T20:32:01.640750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-15T20:32:01.650751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-15T20:32:01.651126] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-15T20:32:01.652049] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-15T20:32:01.652109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:01.652147] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:01.652179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:01.652256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:01.715239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:01.715987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:01.716065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:01.716097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:01.838466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:01.838627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:01.838667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:01.838696] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:01.841992] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-12-15T20:32:01.842258] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-15T20:32:01.842379] [INFO ] [sig       ] SOUN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:01.980066] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SOUN.txt
[2025-12-15T20:32:01.980198] [INFO ] [sig       ] [2984/3591] Completed SOUN in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:01.980237] [INFO ] [sig       ] [2985/3591] Forecasting SOXQ...
[2025-12-15T20:32:01.980267] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-15T20:32:01.980296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-15T20:32:01.990116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-15T20:32:01.990452] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-15T20:32:01.991250] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-15T20:32:01.991300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:01.991332] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:01.991358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:01.991423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:02.049214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:02.049922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:02.050002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:02.050035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:02.173217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:02.173376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:02.173414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:02.173442] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:02.176927] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=30.90%)
[2025-12-15T20:32:02.177198] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-15T20:32:02.177321] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:02.314729] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SOXQ.txt
[2025-12-15T20:32:02.314885] [INFO ] [sig       ] [2985/3591] Completed SOXQ in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:02.314930] [INFO ] [sig       ] [2986/3591] Forecasting SOXX...
[2025-12-15T20:32:02.314960] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-15T20:32:02.314990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-15T20:32:02.325457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-15T20:32:02.325884] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-15T20:32:02.326708] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-15T20:32:02.326761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:02.326791] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:02.326817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:02.326874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:02.389398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:02.390323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:02.390412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:02.390447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:02.513712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:02.513859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:02.513898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:02.513926] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:02.517250] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-12-15T20:32:02.517519] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-15T20:32:02.517659] [INFO ] [sig       ] SOXX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:02.659587] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SOXX.txt
[2025-12-15T20:32:02.659717] [INFO ] [sig       ] [2986/3591] Completed SOXX in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:02.659756] [INFO ] [sig       ] [2987/3591] Forecasting SPAI...
[2025-12-15T20:32:02.659785] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-15T20:32:02.659815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-15T20:32:02.669185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-15T20:32:02.669513] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-15T20:32:02.670273] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-15T20:32:02.670324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:02.670355] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:02.670383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:02.670439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:02.726847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:02.727481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:02.727610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:02.727649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:02.847335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:02.847506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:02.847545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:02.847591] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:02.851042] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2025-12-15T20:32:02.851398] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-15T20:32:02.851537] [INFO ] [sig       ] SPAI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:02.997635] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPAI.txt
[2025-12-15T20:32:02.997785] [INFO ] [sig       ] [2987/3591] Completed SPAI in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:02.997825] [INFO ] [sig       ] [2988/3591] Forecasting SPB...
[2025-12-15T20:32:02.997856] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-15T20:32:02.997885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-15T20:32:03.007807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-15T20:32:03.008155] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-15T20:32:03.008943] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-15T20:32:03.009020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:03.009053] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:03.009081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:03.009142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:03.067135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:03.067898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:03.067978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:03.068011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:03.189506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:03.189668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:03.189707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:03.189735] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:03.192997] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=63.11%)
[2025-12-15T20:32:03.193264] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-15T20:32:03.193385] [INFO ] [sig       ] SPB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:03.337819] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPB.txt
[2025-12-15T20:32:03.337977] [INFO ] [sig       ] [2988/3591] Completed SPB in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:03.338021] [INFO ] [sig       ] [2989/3591] Forecasting SPCB...
[2025-12-15T20:32:03.338052] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-15T20:32:03.338084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-15T20:32:03.348516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-15T20:32:03.348945] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-15T20:32:03.349815] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-15T20:32:03.349868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:03.349899] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:03.349926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:03.349984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:03.408184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:03.409100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:03.409186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:03.409218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:03.527664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:03.527818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:03.527858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:03.527887] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:03.531265] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-15T20:32:03.531564] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-15T20:32:03.531712] [INFO ] [sig       ] SPCB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:03.672794] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPCB.txt
[2025-12-15T20:32:03.672936] [INFO ] [sig       ] [2989/3591] Completed SPCB in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:03.672975] [INFO ] [sig       ] [2990/3591] Forecasting SPCE...
[2025-12-15T20:32:03.673005] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-15T20:32:03.673035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-15T20:32:03.683278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-15T20:32:03.683699] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-15T20:32:03.684502] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-15T20:32:03.684556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:03.684623] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:03.684655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:03.684714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:03.741706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:03.742542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:03.742665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:03.742702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:03.858225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:03.858364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:03.858402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:03.858431] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:03.861757] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-15T20:32:03.862045] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-15T20:32:03.862172] [INFO ] [sig       ] SPCE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:04.003372] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SPCE.txt
[2025-12-15T20:32:04.003568] [INFO ] [sig       ] [2990/3591] Completed SPCE in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:04.003641] [INFO ] [sig       ] [2991/3591] Forecasting SPE...
[2025-12-15T20:32:04.003683] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-15T20:32:04.003725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-15T20:32:04.013965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-15T20:32:04.014353] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-15T20:32:04.015185] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-15T20:32:04.015269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:04.015303] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:04.015331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:04.015389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:04.071072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:04.071908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:04.071992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:04.072025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:04.193656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:04.193813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:04.193853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:04.193883] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:04.197971] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-15T20:32:04.198270] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-15T20:32:04.198398] [INFO ] [sig       ] SPE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:04.344531] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPE.txt
[2025-12-15T20:32:04.344699] [INFO ] [sig       ] [2991/3591] Completed SPE in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:04.344742] [INFO ] [sig       ] [2992/3591] Forecasting SPFI...
[2025-12-15T20:32:04.344771] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-15T20:32:04.344801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-15T20:32:04.354425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-15T20:32:04.354814] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-15T20:32:04.355564] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-15T20:32:04.355632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:04.355663] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:04.355690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:04.355746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:04.426089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:04.426987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:04.427077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:04.427118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:04.545340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:04.545491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:04.545530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:04.545558] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:04.549010] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-15T20:32:04.549337] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-15T20:32:04.549472] [INFO ] [sig       ] SPFI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:04.694083] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SPFI.txt
[2025-12-15T20:32:04.694228] [INFO ] [sig       ] [2992/3591] Completed SPFI in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:04.694269] [INFO ] [sig       ] [2993/3591] Forecasting SPG...
[2025-12-15T20:32:04.694298] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-15T20:32:04.694327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-15T20:32:04.704862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-15T20:32:04.705284] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-15T20:32:04.706110] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-15T20:32:04.706165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:04.706198] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:04.706225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:04.706284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:04.765613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:04.766635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:04.766778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:04.766829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:04.895449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:04.895624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:04.895672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:04.895714] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:04.899377] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2025-12-15T20:32:04.899916] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-15T20:32:04.900072] [INFO ] [sig       ] SPG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:05.043685] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPG.txt
[2025-12-15T20:32:05.043837] [INFO ] [sig       ] [2993/3591] Completed SPG in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:05.043880] [INFO ] [sig       ] [2994/3591] Forecasting SPGI...
[2025-12-15T20:32:05.043912] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-15T20:32:05.043943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-15T20:32:05.054139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-15T20:32:05.054511] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-15T20:32:05.055342] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-15T20:32:05.055396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:05.055458] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:05.055486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:05.055545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:05.113877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:05.114755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:05.114840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:05.114873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:05.239678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:05.239844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:05.239884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:05.239913] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:05.243434] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=64.76%)
[2025-12-15T20:32:05.243759] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-15T20:32:05.243896] [INFO ] [sig       ] SPGI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:05.386039] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPGI.txt
[2025-12-15T20:32:05.386194] [INFO ] [sig       ] [2994/3591] Completed SPGI in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:05.386243] [INFO ] [sig       ] [2995/3591] Forecasting SPH...
[2025-12-15T20:32:05.386274] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-15T20:32:05.386305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-15T20:32:05.396513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-15T20:32:05.396910] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-15T20:32:05.397730] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-15T20:32:05.397785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:05.397817] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:05.397844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:05.397900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:05.459972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:05.461013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:05.461139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:05.461200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:05.589189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:05.589344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:05.589386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:05.589416] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:05.592910] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2025-12-15T20:32:05.593206] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-15T20:32:05.593339] [INFO ] [sig       ] SPH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:05.736347] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SPH.txt
[2025-12-15T20:32:05.736492] [INFO ] [sig       ] [2995/3591] Completed SPH in 0.4s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:05.736532] [INFO ] [sig       ] [2996/3591] Forecasting SPNS...
[2025-12-15T20:32:05.736562] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-15T20:32:05.736612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-15T20:32:05.746807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-15T20:32:05.747190] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-15T20:32:05.747995] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-15T20:32:05.748048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:05.748081] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:05.748112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:05.748180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:05.804665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:05.805499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:05.805602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:05.805638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:05.923054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:05.923207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:05.923246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:05.923274] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:05.926654] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-12-15T20:32:05.926932] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-15T20:32:05.927073] [INFO ] [sig       ] SPNS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:06.075112] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPNS.txt
[2025-12-15T20:32:06.075326] [INFO ] [sig       ] [2996/3591] Completed SPNS in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:06.075388] [INFO ] [sig       ] [2997/3591] Forecasting SPOK...
[2025-12-15T20:32:06.075431] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-15T20:32:06.075477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-15T20:32:06.086622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-15T20:32:06.087030] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-15T20:32:06.087861] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-15T20:32:06.087915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:06.087945] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:06.087971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:06.088032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:06.145365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:06.146212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:06.146298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:06.146332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:06.265699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:06.265854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:06.265893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:06.265952] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:06.269351] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-15T20:32:06.269671] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-15T20:32:06.269799] [INFO ] [sig       ] SPOK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:06.407851] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPOK.txt
[2025-12-15T20:32:06.408005] [INFO ] [sig       ] [2997/3591] Completed SPOK in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:06.408046] [INFO ] [sig       ] [2998/3591] Forecasting SPRC...
[2025-12-15T20:32:06.408076] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-15T20:32:06.408107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-15T20:32:06.418734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-15T20:32:06.419168] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-15T20:32:06.419964] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-15T20:32:06.420017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:06.420049] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:06.420075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:06.420130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:06.475035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:06.475867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:06.475947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:06.475980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:06.609441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:06.609609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:06.609669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:06.609701] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:06.613298] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=27.47%)
[2025-12-15T20:32:06.613590] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-15T20:32:06.613719] [INFO ] [sig       ] SPRC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:06.765885] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SPRC.txt
[2025-12-15T20:32:06.766092] [INFO ] [sig       ] [2998/3591] Completed SPRC in 0.4s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:06.766151] [INFO ] [sig       ] [2999/3591] Forecasting SPRO...
[2025-12-15T20:32:06.766192] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-15T20:32:06.766235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-15T20:32:06.777703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-15T20:32:06.778052] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-15T20:32:06.778828] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-15T20:32:06.778879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:06.778910] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:06.778936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:06.779015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:06.833312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:06.833939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:06.834016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:06.834049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:06.953081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:06.953237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:06.953276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:06.953305] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:06.956588] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-15T20:32:06.956854] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-15T20:32:06.956972] [INFO ] [sig       ] SPRO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:07.101082] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SPRO.txt
[2025-12-15T20:32:07.101228] [INFO ] [sig       ] [2999/3591] Completed SPRO in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:07.101268] [INFO ] [sig       ] [3000/3591] Forecasting SPRX...
[2025-12-15T20:32:07.101298] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-15T20:32:07.101329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-15T20:32:07.110866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-15T20:32:07.111192] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-15T20:32:07.111963] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-15T20:32:07.112015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:07.112046] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:07.112072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:07.112127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:07.169247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:07.169950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:07.170031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:07.170065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:07.286272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:07.286424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:07.286462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:07.286490] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:07.289830] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-15T20:32:07.290094] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-15T20:32:07.290234] [INFO ] [sig       ] SPRX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:07.433401] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPRX.txt
[2025-12-15T20:32:07.433553] [INFO ] [sig       ] [3000/3591] Completed SPRX in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:07.433612] [INFO ] [sig       ] [3001/3591] Forecasting SPRY...
[2025-12-15T20:32:07.433642] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-15T20:32:07.433672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-15T20:32:07.444206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-15T20:32:07.444556] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-15T20:32:07.445351] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-15T20:32:07.445403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:07.445435] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:07.445463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:07.445520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:07.502177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:07.502820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:07.502896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:07.502929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:07.622872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:07.623023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:07.623062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:07.623090] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:07.626361] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=66.35%)
[2025-12-15T20:32:07.626648] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-15T20:32:07.626769] [INFO ] [sig       ] SPRY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:07.764714] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPRY.txt
[2025-12-15T20:32:07.764835] [INFO ] [sig       ] [3001/3591] Completed SPRY in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-15T20:32:07.764874] [INFO ] [sig       ] [3002/3591] Forecasting SPSC...
[2025-12-15T20:32:07.764903] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-15T20:32:07.764931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-15T20:32:07.775469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-15T20:32:07.775882] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-15T20:32:07.776673] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-15T20:32:07.776724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:07.776773] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:07.776800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:07.776856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:07.833298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:07.834016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:07.834102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:07.834135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:07.950521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:07.950696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:07.950736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:07.950766] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:07.954029] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-15T20:32:07.954294] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-15T20:32:07.954416] [INFO ] [sig       ] SPSC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:08.095779] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SPSC.txt
[2025-12-15T20:32:08.095935] [INFO ] [sig       ] [3002/3591] Completed SPSC in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:08.095975] [INFO ] [sig       ] [3003/3591] Forecasting SPWH...
[2025-12-15T20:32:08.096005] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-15T20:32:08.096035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-15T20:32:08.105843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-15T20:32:08.106213] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-15T20:32:08.106977] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-15T20:32:08.107028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:08.107060] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:08.107086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:08.107142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:08.164330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:08.165216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:08.165313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:08.165354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:08.289264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:08.289420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:08.289459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:08.289488] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:08.292902] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=19.34%)
[2025-12-15T20:32:08.293193] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-15T20:32:08.293320] [INFO ] [sig       ] SPWH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:08.432770] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SPWH.txt
[2025-12-15T20:32:08.432920] [INFO ] [sig       ] [3003/3591] Completed SPWH in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:08.432962] [INFO ] [sig       ] [3004/3591] Forecasting SPXC...
[2025-12-15T20:32:08.432991] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-15T20:32:08.433020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-15T20:32:08.444002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-15T20:32:08.444417] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-15T20:32:08.445404] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-15T20:32:08.445456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:08.445487] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:08.445514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:08.445569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:08.503147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:08.504065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:08.504187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:08.504222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:08.630045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:08.630202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:08.630245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:08.630277] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:08.633727] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=22.29%)
[2025-12-15T20:32:08.634021] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-15T20:32:08.634155] [INFO ] [sig       ] SPXC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:08.773143] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SPXC.txt
[2025-12-15T20:32:08.773294] [INFO ] [sig       ] [3004/3591] Completed SPXC in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:08.773334] [INFO ] [sig       ] [3005/3591] Forecasting SPXX...
[2025-12-15T20:32:08.773364] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-15T20:32:08.773394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-15T20:32:08.783273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-15T20:32:08.783635] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-15T20:32:08.784377] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-15T20:32:08.784428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:08.784460] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:08.784486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:08.784547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:08.843239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:08.844240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:08.844342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:08.844388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:08.969876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:08.970029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:08.970068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:08.970096] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:08.973409] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-15T20:32:08.973702] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-15T20:32:08.973822] [INFO ] [sig       ] SPXX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:09.112508] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SPXX.txt
[2025-12-15T20:32:09.112661] [INFO ] [sig       ] [3005/3591] Completed SPXX in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:09.112710] [INFO ] [sig       ] [3006/3591] Forecasting SQM...
[2025-12-15T20:32:09.112740] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-15T20:32:09.112771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-15T20:32:09.123099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-15T20:32:09.123427] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-15T20:32:09.124216] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-15T20:32:09.124279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:09.124317] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:09.124348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:09.124404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:09.181741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:09.182486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:09.182587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:09.182627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:09.305820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:09.305963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:09.306004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:09.306034] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:09.309496] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-12-15T20:32:09.309789] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-15T20:32:09.309915] [INFO ] [sig       ] SQM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:09.449674] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SQM.txt
[2025-12-15T20:32:09.449795] [INFO ] [sig       ] [3006/3591] Completed SQM in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:09.449834] [INFO ] [sig       ] [3007/3591] Forecasting SQNS...
[2025-12-15T20:32:09.449863] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-15T20:32:09.449891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-15T20:32:09.459721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-15T20:32:09.460026] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-15T20:32:09.460800] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-15T20:32:09.460850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:09.460882] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:09.460909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:09.460964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:09.516681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:09.517300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:09.517387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:09.517418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:09.632512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:09.632666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:09.632704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:09.632734] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:09.635998] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-15T20:32:09.636265] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-15T20:32:09.636388] [INFO ] [sig       ] SQNS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:09.779403] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SQNS.txt
[2025-12-15T20:32:09.779554] [INFO ] [sig       ] [3007/3591] Completed SQNS in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:09.779613] [INFO ] [sig       ] [3008/3591] Forecasting SQQQ...
[2025-12-15T20:32:09.779644] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-15T20:32:09.779674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-15T20:32:09.789377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-15T20:32:09.789722] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-15T20:32:09.790513] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-15T20:32:09.790565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:09.790618] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:09.790646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:09.790703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:09.847512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:09.848150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:09.848239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:09.848280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:09.972653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:09.972809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:09.972850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:09.972879] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:09.976139] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-15T20:32:09.976417] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-15T20:32:09.976535] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:10.113969] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SQQQ.txt
[2025-12-15T20:32:10.114091] [INFO ] [sig       ] [3008/3591] Completed SQQQ in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:10.114129] [INFO ] [sig       ] [3009/3591] Forecasting SRAD...
[2025-12-15T20:32:10.114159] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-15T20:32:10.114189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-15T20:32:10.124121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-15T20:32:10.124437] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-15T20:32:10.125201] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-15T20:32:10.125252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:10.125283] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:10.125309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:10.125365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:10.182313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:10.183007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:10.183088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:10.183121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:10.297479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:10.297624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:10.297664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:10.297705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:10.300971] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=70.76%)
[2025-12-15T20:32:10.301236] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-15T20:32:10.301354] [INFO ] [sig       ] SRAD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:10.438128] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SRAD.txt
[2025-12-15T20:32:10.438254] [INFO ] [sig       ] [3009/3591] Completed SRAD in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:10.438294] [INFO ] [sig       ] [3010/3591] Forecasting SRBK...
[2025-12-15T20:32:10.438323] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-15T20:32:10.438352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-15T20:32:10.448264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-15T20:32:10.448610] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-15T20:32:10.449532] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-15T20:32:10.449601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:10.449637] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:10.449665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:10.449720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:10.506793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:10.507413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:10.507490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:10.507524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:10.625272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:10.625418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:10.625454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:10.625483] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:10.628742] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-15T20:32:10.629030] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-15T20:32:10.629149] [INFO ] [sig       ] SRBK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:10.767195] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SRBK.txt
[2025-12-15T20:32:10.767346] [INFO ] [sig       ] [3010/3591] Completed SRBK in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:10.767388] [INFO ] [sig       ] [3011/3591] Forecasting SRCE...
[2025-12-15T20:32:10.767417] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-15T20:32:10.767446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-15T20:32:10.776978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-15T20:32:10.777293] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-15T20:32:10.778048] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-15T20:32:10.778098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:10.778154] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:10.778182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:10.778238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:10.834264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:10.835025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:10.835117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:10.835150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:10.950837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:10.950981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:10.951018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:10.951046] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:10.954293] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-15T20:32:10.954556] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-15T20:32:10.954695] [INFO ] [sig       ] SRCE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:11.091195] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SRCE.txt
[2025-12-15T20:32:11.091319] [INFO ] [sig       ] [3011/3591] Completed SRCE in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:11.091358] [INFO ] [sig       ] [3012/3591] Forecasting SRE...
[2025-12-15T20:32:11.091387] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-15T20:32:11.091416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-15T20:32:11.101212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-15T20:32:11.101529] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-15T20:32:11.102285] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-15T20:32:11.102336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:11.102367] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:11.102393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:11.102449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:11.159133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:11.159912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:11.159993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:11.160026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:11.276354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:11.276504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:11.276543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:11.276588] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:11.279911] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-12-15T20:32:11.280196] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-15T20:32:11.280321] [INFO ] [sig       ] SRE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:11.466382] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SRE.txt
[2025-12-15T20:32:11.466532] [INFO ] [sig       ] [3012/3591] Completed SRE in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:11.466589] [INFO ] [sig       ] [3013/3591] Forecasting SREA...
[2025-12-15T20:32:11.466623] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-15T20:32:11.466655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-15T20:32:11.476882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-15T20:32:11.477249] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-15T20:32:11.478052] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-15T20:32:11.478105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:11.478138] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:11.478180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:11.478239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:11.536010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:11.536729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:11.536808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:11.536841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:11.655409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:11.655562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:11.655622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:11.655653] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:11.659168] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-15T20:32:11.659471] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-15T20:32:11.659622] [INFO ] [sig       ] SREA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:11.805395] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SREA.txt
[2025-12-15T20:32:11.805546] [INFO ] [sig       ] [3013/3591] Completed SREA in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:11.805605] [INFO ] [sig       ] [3014/3591] Forecasting SRFM...
[2025-12-15T20:32:11.805637] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-15T20:32:11.805669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-15T20:32:11.815945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-15T20:32:11.816276] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-15T20:32:11.817036] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-15T20:32:11.817087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:11.817119] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:11.817146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:11.817201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:11.873110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:11.873826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:11.873905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:11.873937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:11.987987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:11.988131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:11.988170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:11.988232] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:11.991590] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2025-12-15T20:32:11.991862] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-15T20:32:11.991986] [INFO ] [sig       ] SRFM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:12.130431] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SRFM.txt
[2025-12-15T20:32:12.130564] [INFO ] [sig       ] [3014/3591] Completed SRFM in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:12.130622] [INFO ] [sig       ] [3015/3591] Forecasting SRG...
[2025-12-15T20:32:12.130651] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-15T20:32:12.130681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-15T20:32:12.140400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-15T20:32:12.140737] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-15T20:32:12.141510] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-15T20:32:12.141561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:12.141615] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:12.141643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:12.141698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:12.196737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:12.197499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:12.197594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:12.197628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:12.313520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:12.313674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:12.313713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:12.313741] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:12.316992] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-15T20:32:12.317255] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-15T20:32:12.317378] [INFO ] [sig       ] SRG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:12.460942] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SRG.txt
[2025-12-15T20:32:12.461143] [INFO ] [sig       ] [3015/3591] Completed SRG in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:12.461197] [INFO ] [sig       ] [3016/3591] Forecasting SRI...
[2025-12-15T20:32:12.461235] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-15T20:32:12.461279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-15T20:32:12.474270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-15T20:32:12.474767] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-15T20:32:12.475830] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-15T20:32:12.475896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:12.475935] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:12.475970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:12.476049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:12.542885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:12.543793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:12.543884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:12.543917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:12.663845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:12.664000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:12.664037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:12.664067] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:12.667377] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=33.58%)
[2025-12-15T20:32:12.667690] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-15T20:32:12.667821] [INFO ] [sig       ] SRI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:12.806119] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SRI.txt
[2025-12-15T20:32:12.806283] [INFO ] [sig       ] [3016/3591] Completed SRI in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:12.806322] [INFO ] [sig       ] [3017/3591] Forecasting SRRK...
[2025-12-15T20:32:12.806351] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-15T20:32:12.806415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-15T20:32:12.816350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-15T20:32:12.816765] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-15T20:32:12.817597] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-15T20:32:12.817648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:12.817678] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:12.817705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:12.817760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:12.872993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:12.873841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:12.873923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:12.873956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:12.996268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:12.996417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:12.996457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:12.996487] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:12.999909] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: UP (p=80.42%)
[2025-12-15T20:32:13.000184] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-15T20:32:13.000312] [INFO ] [sig       ] SRRK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:13.139277] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SRRK.txt
[2025-12-15T20:32:13.139428] [INFO ] [sig       ] [3017/3591] Completed SRRK in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:13.139469] [INFO ] [sig       ] [3018/3591] Forecasting SRTS...
[2025-12-15T20:32:13.139498] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-15T20:32:13.139528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-15T20:32:13.149223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-15T20:32:13.149635] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-15T20:32:13.150442] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-15T20:32:13.150495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:13.150528] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:13.150602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:13.150681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:13.211785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:13.212598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:13.212678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:13.212712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:13.328532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:13.328691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:13.328729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:13.328758] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:13.332133] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-15T20:32:13.332411] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-15T20:32:13.332540] [INFO ] [sig       ] SRTS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:13.471358] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SRTS.txt
[2025-12-15T20:32:13.471499] [INFO ] [sig       ] [3018/3591] Completed SRTS in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-15T20:32:13.471540] [INFO ] [sig       ] [3019/3591] Forecasting SSB...
[2025-12-15T20:32:13.471586] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-15T20:32:13.471619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-15T20:32:13.481769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-15T20:32:13.482084] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-15T20:32:13.482916] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-15T20:32:13.482970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:13.483002] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:13.483030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:13.483088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:13.540419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:13.541081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:13.541158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:13.541191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:13.661671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:13.661819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:13.661860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:13.661889] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:13.665237] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-15T20:32:13.665510] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-15T20:32:13.665651] [INFO ] [sig       ] SSB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:13.804928] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SSB.txt
[2025-12-15T20:32:13.805058] [INFO ] [sig       ] [3019/3591] Completed SSB in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:13.805098] [INFO ] [sig       ] [3020/3591] Forecasting SSD...
[2025-12-15T20:32:13.805128] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-15T20:32:13.805157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-15T20:32:13.815337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-15T20:32:13.815694] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-15T20:32:13.816477] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-15T20:32:13.816531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:13.816564] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:13.816615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:13.816677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:13.875787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:13.876623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:13.876705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:13.876738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:13.997181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:13.997302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:13.997340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:13.997367] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:14.000800] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-15T20:32:14.001088] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-15T20:32:14.001217] [INFO ] [sig       ] SSD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:14.161014] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SSD.txt
[2025-12-15T20:32:14.161158] [INFO ] [sig       ] [3020/3591] Completed SSD in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:14.161200] [INFO ] [sig       ] [3021/3591] Forecasting SSL...
[2025-12-15T20:32:14.161229] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-15T20:32:14.161259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-15T20:32:14.170928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-15T20:32:14.171280] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-15T20:32:14.172084] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-15T20:32:14.172135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:14.172166] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:14.172193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:14.172249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:14.229794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:14.230441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:14.230544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:14.230595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:14.349676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:14.349823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:14.349861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:14.349890] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:14.353185] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-12-15T20:32:14.353454] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-15T20:32:14.353590] [INFO ] [sig       ] SSL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:14.496184] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SSL.txt
[2025-12-15T20:32:14.496328] [INFO ] [sig       ] [3021/3591] Completed SSL in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:14.496370] [INFO ] [sig       ] [3022/3591] Forecasting SSNC...
[2025-12-15T20:32:14.496403] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-15T20:32:14.496436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-15T20:32:14.506600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-15T20:32:14.506967] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-15T20:32:14.507773] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-15T20:32:14.507824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:14.507855] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:14.507882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:14.507943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:14.566178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:14.566970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:14.567052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:14.567084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:14.689563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:14.689726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:14.689767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:14.689798] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:14.693178] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=57.43%)
[2025-12-15T20:32:14.693448] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-15T20:32:14.693589] [INFO ] [sig       ] SSNC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:14.833039] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SSNC.txt
[2025-12-15T20:32:14.833160] [INFO ] [sig       ] [3022/3591] Completed SSNC in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:14.833198] [INFO ] [sig       ] [3023/3591] Forecasting SSP...
[2025-12-15T20:32:14.833228] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-15T20:32:14.833257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-15T20:32:14.843019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-15T20:32:14.843334] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-15T20:32:14.844101] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-15T20:32:14.844151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:14.844182] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:14.844208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:14.844264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:14.900116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:14.900857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:14.900934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:14.900965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:15.018796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:15.018945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:15.019010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:15.019040] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:15.022423] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-15T20:32:15.022731] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-15T20:32:15.022858] [INFO ] [sig       ] SSP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:15.167715] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SSP.txt
[2025-12-15T20:32:15.167876] [INFO ] [sig       ] [3023/3591] Completed SSP in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:15.167918] [INFO ] [sig       ] [3024/3591] Forecasting SSRM...
[2025-12-15T20:32:15.167947] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-15T20:32:15.167976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-15T20:32:15.178385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-15T20:32:15.178807] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-15T20:32:15.179664] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-15T20:32:15.179716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:15.179750] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:15.179778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:15.179835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:15.237865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:15.238732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:15.238816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:15.238851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:15.358651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:15.358803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:15.358842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:15.358871] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:15.362182] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-15T20:32:15.362485] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-15T20:32:15.362628] [INFO ] [sig       ] SSRM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:15.501701] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SSRM.txt
[2025-12-15T20:32:15.501881] [INFO ] [sig       ] [3024/3591] Completed SSRM in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:15.501922] [INFO ] [sig       ] [3025/3591] Forecasting SSSS...
[2025-12-15T20:32:15.501953] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-15T20:32:15.501983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-15T20:32:15.511862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-15T20:32:15.512227] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-15T20:32:15.513025] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-15T20:32:15.513077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:15.513110] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:15.513138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:15.513195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:15.569722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:15.570616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:15.570712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:15.570748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:15.696021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:15.696172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:15.696211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:15.696239] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:15.699652] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-15T20:32:15.699951] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-15T20:32:15.700080] [INFO ] [sig       ] SSSS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:15.837702] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SSSS.txt
[2025-12-15T20:32:15.837861] [INFO ] [sig       ] [3025/3591] Completed SSSS in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:15.837902] [INFO ] [sig       ] [3026/3591] Forecasting SSTI...
[2025-12-15T20:32:15.837935] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-15T20:32:15.837966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-15T20:32:15.847926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-15T20:32:15.848285] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-15T20:32:15.849082] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-15T20:32:15.849150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:15.849182] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:15.849208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:15.849263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:15.905888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:15.906742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:15.906823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:15.906857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:16.023301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:16.023450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:16.023488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:16.023516] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:16.026913] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-15T20:32:16.027182] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-15T20:32:16.027300] [INFO ] [sig       ] SSTI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:16.163468] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SSTI.txt
[2025-12-15T20:32:16.163626] [INFO ] [sig       ] [3026/3591] Completed SSTI in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:16.163668] [INFO ] [sig       ] [3027/3591] Forecasting SSTK...
[2025-12-15T20:32:16.163699] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-15T20:32:16.163729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-15T20:32:16.173608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-15T20:32:16.173964] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-15T20:32:16.174743] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-15T20:32:16.174795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:16.174827] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:16.174853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:16.174909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:16.230047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:16.230680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:16.230756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:16.230788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:16.346535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:16.346692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:16.346731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:16.346760] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:16.349998] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-15T20:32:16.350263] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-15T20:32:16.350378] [INFO ] [sig       ] SSTK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:16.488622] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SSTK.txt
[2025-12-15T20:32:16.488769] [INFO ] [sig       ] [3027/3591] Completed SSTK in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:16.488808] [INFO ] [sig       ] [3028/3591] Forecasting SSYS...
[2025-12-15T20:32:16.488838] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-15T20:32:16.488869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-15T20:32:16.498810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-15T20:32:16.499176] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-15T20:32:16.499943] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-15T20:32:16.499993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:16.500051] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:16.500079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:16.500136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:16.555906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:16.556612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:16.556689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:16.556720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:16.671520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:16.671679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:16.671718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:16.671746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:16.674978] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-12-15T20:32:16.675240] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-15T20:32:16.675358] [INFO ] [sig       ] SSYS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:16.812864] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SSYS.txt
[2025-12-15T20:32:16.812995] [INFO ] [sig       ] [3028/3591] Completed SSYS in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:16.813034] [INFO ] [sig       ] [3029/3591] Forecasting STAA...
[2025-12-15T20:32:16.813063] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-15T20:32:16.813092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-15T20:32:16.823034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-15T20:32:16.823329] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-15T20:32:16.824085] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-15T20:32:16.824135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:16.824167] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:16.824193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:16.824249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:16.884821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:16.885628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:16.885709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:16.885742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:17.003818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:17.003966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:17.004004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:17.004033] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:17.007318] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-15T20:32:17.007604] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-15T20:32:17.007726] [INFO ] [sig       ] STAA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:17.147998] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STAA.txt
[2025-12-15T20:32:17.148126] [INFO ] [sig       ] [3029/3591] Completed STAA in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:17.148165] [INFO ] [sig       ] [3030/3591] Forecasting STAG...
[2025-12-15T20:32:17.148195] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-15T20:32:17.148223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-15T20:32:17.158412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-15T20:32:17.158743] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-15T20:32:17.159564] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-15T20:32:17.159641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:17.159675] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:17.159702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:17.159758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:17.216612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:17.217261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:17.217339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:17.217371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:17.341242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:17.341379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:17.341418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:17.341445] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:17.344781] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-12-15T20:32:17.345043] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-15T20:32:17.345161] [INFO ] [sig       ] STAG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:17.482482] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STAG.txt
[2025-12-15T20:32:17.482626] [INFO ] [sig       ] [3030/3591] Completed STAG in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:17.482667] [INFO ] [sig       ] [3031/3591] Forecasting STBA...
[2025-12-15T20:32:17.482697] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-15T20:32:17.482727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-15T20:32:17.492775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-15T20:32:17.493117] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-15T20:32:17.493930] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-15T20:32:17.493981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:17.494013] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:17.494041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:17.494098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:17.551434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:17.552074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:17.552152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:17.552186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:17.669010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:17.669152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:17.669193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:17.669270] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:17.672742] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=48.46%)
[2025-12-15T20:32:17.673031] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-15T20:32:17.673156] [INFO ] [sig       ] STBA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:17.814300] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STBA.txt
[2025-12-15T20:32:17.814453] [INFO ] [sig       ] [3031/3591] Completed STBA in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:17.814501] [INFO ] [sig       ] [3032/3591] Forecasting STC...
[2025-12-15T20:32:17.814536] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-15T20:32:17.814588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-15T20:32:17.824779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-15T20:32:17.825094] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-15T20:32:17.825935] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-15T20:32:17.825988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:17.826020] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:17.826049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:17.826106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:17.883973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:17.884683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:17.884761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:17.884794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:18.002274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:18.002425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:18.002465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:18.002493] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:18.005776] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-12-15T20:32:18.006040] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-15T20:32:18.006162] [INFO ] [sig       ] STC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:18.144946] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STC.txt
[2025-12-15T20:32:18.145072] [INFO ] [sig       ] [3032/3591] Completed STC in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:18.145110] [INFO ] [sig       ] [3033/3591] Forecasting STE...
[2025-12-15T20:32:18.145140] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-15T20:32:18.145169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-15T20:32:18.155281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-15T20:32:18.155867] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-15T20:32:18.156706] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-15T20:32:18.156759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:18.156792] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:18.156819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:18.156879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:18.217255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:18.218032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:18.218113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:18.218146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:18.342395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:18.342543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:18.342616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:18.342651] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:18.346003] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-12-15T20:32:18.346272] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-15T20:32:18.346393] [INFO ] [sig       ] STE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:18.486107] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STE.txt
[2025-12-15T20:32:18.486240] [INFO ] [sig       ] [3033/3591] Completed STE in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:18.486288] [INFO ] [sig       ] [3034/3591] Forecasting STEL...
[2025-12-15T20:32:18.486326] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-15T20:32:18.486359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-15T20:32:18.496491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-15T20:32:18.496847] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-15T20:32:18.497664] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-15T20:32:18.497716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:18.497749] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:18.497777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:18.497835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:18.555879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:18.556534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:18.556631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:18.556666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:18.673132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:18.673276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:18.673313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:18.673340] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:18.676555] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=57.63%)
[2025-12-15T20:32:18.676836] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-15T20:32:18.676955] [INFO ] [sig       ] STEL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:18.816009] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STEL.txt
[2025-12-15T20:32:18.816141] [INFO ] [sig       ] [3034/3591] Completed STEL in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:18.816180] [INFO ] [sig       ] [3035/3591] Forecasting STEM...
[2025-12-15T20:32:18.816209] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-15T20:32:18.816238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-15T20:32:18.825927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-15T20:32:18.826264] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-15T20:32:18.827046] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-15T20:32:18.827100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:18.827133] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:18.827161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:18.827218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:18.883799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:18.884487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:18.884563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:18.884614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:19.003482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:19.003667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:19.003708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:19.003737] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:19.006987] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=60.72%)
[2025-12-15T20:32:19.007251] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-15T20:32:19.007370] [INFO ] [sig       ] STEM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:19.145549] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STEM.txt
[2025-12-15T20:32:19.145697] [INFO ] [sig       ] [3035/3591] Completed STEM in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:19.145736] [INFO ] [sig       ] [3036/3591] Forecasting STEP...
[2025-12-15T20:32:19.145765] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-15T20:32:19.145795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-15T20:32:19.155290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-15T20:32:19.155635] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-15T20:32:19.156374] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-15T20:32:19.156424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:19.156458] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:19.156490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:19.156546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:19.211776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:19.212552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:19.212661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:19.212697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:19.328197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:19.328334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:19.328373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:19.328401] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:19.331680] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2025-12-15T20:32:19.331946] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-15T20:32:19.332068] [INFO ] [sig       ] STEP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:19.470320] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STEP.txt
[2025-12-15T20:32:19.470451] [INFO ] [sig       ] [3036/3591] Completed STEP in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-15T20:32:19.470497] [INFO ] [sig       ] [3037/3591] Forecasting STHO...
[2025-12-15T20:32:19.470530] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-15T20:32:19.470588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-15T20:32:19.480659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-15T20:32:19.481035] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-15T20:32:19.481831] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-15T20:32:19.481883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:19.481929] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:19.481958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:19.482015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:19.539342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:19.540102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:19.540180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:19.540213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:19.656943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:19.657089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:19.657128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:19.657155] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:19.660858] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-12-15T20:32:19.661140] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-15T20:32:19.661264] [INFO ] [sig       ] STHO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:19.806346] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STHO.txt
[2025-12-15T20:32:19.806492] [INFO ] [sig       ] [3037/3591] Completed STHO in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:19.806532] [INFO ] [sig       ] [3038/3591] Forecasting STI...
[2025-12-15T20:32:19.806562] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-15T20:32:19.806614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-15T20:32:19.816276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-15T20:32:19.816629] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-15T20:32:19.817369] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-15T20:32:19.817419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:19.817450] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:19.817477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:19.817533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:19.874695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:19.875457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:19.875587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:19.875626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:19.994941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:19.995087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:19.995126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:19.995155] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:19.998456] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-15T20:32:19.998751] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-15T20:32:19.998874] [INFO ] [sig       ] STI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:20.136680] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STI.txt
[2025-12-15T20:32:20.136822] [INFO ] [sig       ] [3038/3591] Completed STI in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:20.136861] [INFO ] [sig       ] [3039/3591] Forecasting STIM...
[2025-12-15T20:32:20.136891] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-15T20:32:20.136922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-15T20:32:20.146688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-15T20:32:20.147025] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-15T20:32:20.147782] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-15T20:32:20.147832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:20.147863] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:20.147889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:20.147946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:20.205397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:20.206298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:20.206393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:20.206430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:20.326441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:20.326604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:20.326648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:20.326678] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:20.330205] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=53.91%)
[2025-12-15T20:32:20.330471] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-15T20:32:20.330609] [INFO ] [sig       ] STIM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:20.469436] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STIM.txt
[2025-12-15T20:32:20.469568] [INFO ] [sig       ] [3039/3591] Completed STIM in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:20.469635] [INFO ] [sig       ] [3040/3591] Forecasting STK...
[2025-12-15T20:32:20.469665] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-15T20:32:20.469694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-15T20:32:20.479661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-15T20:32:20.479996] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-15T20:32:20.480809] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-15T20:32:20.480861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:20.480892] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:20.480919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:20.480974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:20.537287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:20.538155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:20.538238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:20.538272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:20.658564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:20.658727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:20.658766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:20.658795] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:20.662208] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=59.44%)
[2025-12-15T20:32:20.662487] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-15T20:32:20.662630] [INFO ] [sig       ] STK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:20.809055] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STK.txt
[2025-12-15T20:32:20.809207] [INFO ] [sig       ] [3040/3591] Completed STK in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:20.809255] [INFO ] [sig       ] [3041/3591] Forecasting STKH...
[2025-12-15T20:32:20.809287] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-15T20:32:20.809318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-15T20:32:20.819097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-15T20:32:20.819451] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-15T20:32:20.820245] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-15T20:32:20.820296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:20.820328] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:20.820354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:20.820411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:20.878739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:20.879441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:20.879522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:20.879560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:20.986584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:20.986738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:20.986777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:20.986806] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:20.990111] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-15T20:32:20.990382] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-15T20:32:20.990507] [INFO ] [sig       ] STKH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:21.134956] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STKH.txt
[2025-12-15T20:32:21.135134] [INFO ] [sig       ] [3041/3591] Completed STKH in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:21.135175] [INFO ] [sig       ] [3042/3591] Forecasting STKL...
[2025-12-15T20:32:21.135207] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-15T20:32:21.135236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-15T20:32:21.145710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-15T20:32:21.146074] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-15T20:32:21.146901] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-15T20:32:21.146954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:21.146987] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:21.147014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:21.147072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:21.206072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:21.206921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:21.207001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:21.207035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:21.330287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:21.330445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:21.330485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:21.330512] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:21.333989] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=87.19%)
[2025-12-15T20:32:21.334292] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-15T20:32:21.334443] [INFO ] [sig       ] STKL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:21.479250] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STKL.txt
[2025-12-15T20:32:21.479385] [INFO ] [sig       ] [3042/3591] Completed STKL in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:21.479423] [INFO ] [sig       ] [3043/3591] Forecasting STKS...
[2025-12-15T20:32:21.479454] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-15T20:32:21.479484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-15T20:32:21.489314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-15T20:32:21.489724] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-15T20:32:21.490510] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-15T20:32:21.490562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:21.490627] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:21.490658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:21.490716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:21.549118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:21.549951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:21.550033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:21.550067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:21.669220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:21.669373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:21.669412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:21.669443] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:21.672899] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2025-12-15T20:32:21.673173] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-15T20:32:21.673297] [INFO ] [sig       ] STKS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:21.818043] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STKS.txt
[2025-12-15T20:32:21.818191] [INFO ] [sig       ] [3043/3591] Completed STKS in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:21.818232] [INFO ] [sig       ] [3044/3591] Forecasting STLA...
[2025-12-15T20:32:21.818263] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-15T20:32:21.818293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-15T20:32:21.828017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-15T20:32:21.828330] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-15T20:32:21.829127] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-15T20:32:21.829177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:21.829209] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:21.829235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:21.829291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:21.886414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:21.887187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:21.887268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:21.887301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:22.005467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:22.005648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:22.005697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:22.005745] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:22.009369] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2025-12-15T20:32:22.009697] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-15T20:32:22.009829] [INFO ] [sig       ] STLA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:22.153586] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STLA.txt
[2025-12-15T20:32:22.153729] [INFO ] [sig       ] [3044/3591] Completed STLA in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:22.153770] [INFO ] [sig       ] [3045/3591] Forecasting STLD...
[2025-12-15T20:32:22.153802] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-15T20:32:22.153833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-15T20:32:22.164698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-15T20:32:22.165141] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-15T20:32:22.165958] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-15T20:32:22.166011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:22.166074] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:22.166105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:22.166162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:22.223924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:22.224794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:22.224882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:22.224917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:22.347351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:22.347507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:22.347547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:22.347594] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:22.350995] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-15T20:32:22.351300] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-15T20:32:22.351435] [INFO ] [sig       ] STLD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:22.494120] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STLD.txt
[2025-12-15T20:32:22.494286] [INFO ] [sig       ] [3045/3591] Completed STLD in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:22.494333] [INFO ] [sig       ] [3046/3591] Forecasting STM...
[2025-12-15T20:32:22.494364] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-15T20:32:22.494394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-15T20:32:22.505370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-15T20:32:22.505850] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-15T20:32:22.506732] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-15T20:32:22.506784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:22.506817] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:22.506844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:22.506902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:22.565774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:22.566622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:22.566720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:22.566754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:22.698442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:22.698617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:22.698660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:22.698691] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:22.702323] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-15T20:32:22.702740] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-15T20:32:22.702911] [INFO ] [sig       ] STM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:22.849825] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STM.txt
[2025-12-15T20:32:22.849968] [INFO ] [sig       ] [3046/3591] Completed STM in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:22.850010] [INFO ] [sig       ] [3047/3591] Forecasting STN...
[2025-12-15T20:32:22.850039] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-15T20:32:22.850070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-15T20:32:22.860017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-15T20:32:22.860398] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-15T20:32:22.861259] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-15T20:32:22.861314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:22.861347] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:22.861375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:22.861453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:22.919982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:22.920812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:22.920894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:22.920939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:23.038320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:23.038472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:23.038512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:23.038542] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:23.042028] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-15T20:32:23.042316] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-15T20:32:23.042445] [INFO ] [sig       ] STN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:23.180628] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STN.txt
[2025-12-15T20:32:23.180775] [INFO ] [sig       ] [3047/3591] Completed STN in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:23.180814] [INFO ] [sig       ] [3048/3591] Forecasting STNE...
[2025-12-15T20:32:23.180846] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-15T20:32:23.180878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-15T20:32:23.190645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-15T20:32:23.190969] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-15T20:32:23.191780] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-15T20:32:23.191830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:23.191861] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:23.191901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:23.191958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:23.248032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:23.248769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:23.248848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:23.248882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:23.372751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:23.372903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:23.372942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:23.373003] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:23.376328] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-15T20:32:23.376618] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-15T20:32:23.376745] [INFO ] [sig       ] STNE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:23.516220] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STNE.txt
[2025-12-15T20:32:23.516369] [INFO ] [sig       ] [3048/3591] Completed STNE in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:23.516409] [INFO ] [sig       ] [3049/3591] Forecasting STOK...
[2025-12-15T20:32:23.516438] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-15T20:32:23.516472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-15T20:32:23.526472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-15T20:32:23.526840] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-15T20:32:23.527721] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-15T20:32:23.527775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:23.527808] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:23.527837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:23.527895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:23.583651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:23.584322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:23.584398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:23.584429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:23.709867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:23.710018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:23.710055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:23.710084] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:23.713369] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-15T20:32:23.713658] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-15T20:32:23.713780] [INFO ] [sig       ] STOK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:23.851834] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STOK.txt
[2025-12-15T20:32:23.851974] [INFO ] [sig       ] [3049/3591] Completed STOK in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:23.852014] [INFO ] [sig       ] [3050/3591] Forecasting STRA...
[2025-12-15T20:32:23.852043] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-15T20:32:23.852072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-15T20:32:23.861900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-15T20:32:23.862235] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-15T20:32:23.863093] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-15T20:32:23.863146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:23.863178] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:23.863206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:23.863264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:23.921466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:23.922284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:23.922366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:23.922399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:24.041963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:24.042118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:24.042156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:24.042185] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:24.045623] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-12-15T20:32:24.045930] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-15T20:32:24.046059] [INFO ] [sig       ] STRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:24.185624] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STRA.txt
[2025-12-15T20:32:24.185758] [INFO ] [sig       ] [3050/3591] Completed STRA in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:24.185798] [INFO ] [sig       ] [3051/3591] Forecasting STRL...
[2025-12-15T20:32:24.185828] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-15T20:32:24.185858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-15T20:32:24.195699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-15T20:32:24.196086] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-15T20:32:24.196969] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-15T20:32:24.197022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:24.197053] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:24.197078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:24.197143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:24.254120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:24.254982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:24.255066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:24.255100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:24.376971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:24.377120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:24.377159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:24.377188] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:24.380550] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2025-12-15T20:32:24.380871] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-15T20:32:24.380994] [INFO ] [sig       ] STRL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:24.519708] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STRL.txt
[2025-12-15T20:32:24.519864] [INFO ] [sig       ] [3051/3591] Completed STRL in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:24.519904] [INFO ] [sig       ] [3052/3591] Forecasting STRS...
[2025-12-15T20:32:24.519934] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-15T20:32:24.519971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-15T20:32:24.529367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-15T20:32:24.529777] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-15T20:32:24.530613] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-15T20:32:24.530669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:24.530703] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:24.530731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:24.530790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:24.587565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:24.588455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:24.588543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:24.588597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:24.681554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:24.681722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:24.681761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:24.681789] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:24.685132] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-15T20:32:24.685428] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-15T20:32:24.685555] [INFO ] [sig       ] STRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:24.832859] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STRS.txt
[2025-12-15T20:32:24.833019] [INFO ] [sig       ] [3052/3591] Completed STRS in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:24.833060] [INFO ] [sig       ] [3053/3591] Forecasting STSS...
[2025-12-15T20:32:24.833090] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-15T20:32:24.833121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-15T20:32:24.842980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-15T20:32:24.843357] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-15T20:32:24.844146] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-15T20:32:24.844198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:24.844229] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:24.844255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:24.844316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:24.901809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:24.902686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:24.902773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:24.902807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:25.023063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:25.023185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:25.023223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:25.023252] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:25.026620] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=77.75%)
[2025-12-15T20:32:25.026898] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-15T20:32:25.027027] [INFO ] [sig       ] STSS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:25.166235] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STSS.txt
[2025-12-15T20:32:25.166364] [INFO ] [sig       ] [3053/3591] Completed STSS in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-15T20:32:25.166403] [INFO ] [sig       ] [3054/3591] Forecasting STTK...
[2025-12-15T20:32:25.166432] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-15T20:32:25.166462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-15T20:32:25.176021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-15T20:32:25.176354] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-15T20:32:25.177124] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-15T20:32:25.177174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:25.177205] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:25.177232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:25.177287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:25.232239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:25.233062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:25.233141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:25.233172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:25.355626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:25.355773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:25.355812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:25.355840] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:25.359233] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-15T20:32:25.359503] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-15T20:32:25.359647] [INFO ] [sig       ] STTK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:25.499296] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STTK.txt
[2025-12-15T20:32:25.499440] [INFO ] [sig       ] [3054/3591] Completed STTK in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-15T20:32:25.499481] [INFO ] [sig       ] [3055/3591] Forecasting STVN...
[2025-12-15T20:32:25.499511] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-15T20:32:25.499542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-15T20:32:25.509303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-15T20:32:25.509719] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-15T20:32:25.510468] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-15T20:32:25.510518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:25.510549] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:25.510596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:25.510673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:25.565867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:25.566672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:25.566776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:25.566809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:25.683254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:25.683400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:25.683439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:25.683484] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:25.686789] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=71.48%)
[2025-12-15T20:32:25.687060] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-15T20:32:25.687182] [INFO ] [sig       ] STVN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:25.825928] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STVN.txt
[2025-12-15T20:32:25.826069] [INFO ] [sig       ] [3055/3591] Completed STVN in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:25.826109] [INFO ] [sig       ] [3056/3591] Forecasting STWD...
[2025-12-15T20:32:25.826140] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-15T20:32:25.826169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-15T20:32:25.836630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-15T20:32:25.836960] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-15T20:32:25.837744] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-15T20:32:25.837796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:25.837828] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:25.837855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:25.837914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:25.895690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:25.896339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:25.896418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:25.896451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:26.014679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:26.014829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:26.014867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:26.014896] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:26.018133] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2025-12-15T20:32:26.018395] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-15T20:32:26.018512] [INFO ] [sig       ] STWD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:26.161989] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STWD.txt
[2025-12-15T20:32:26.162128] [INFO ] [sig       ] [3056/3591] Completed STWD in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:26.162168] [INFO ] [sig       ] [3057/3591] Forecasting STX...
[2025-12-15T20:32:26.162198] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-15T20:32:26.162227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-15T20:32:26.171872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-15T20:32:26.172184] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-15T20:32:26.172955] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-15T20:32:26.173005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:26.173036] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:26.173063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:26.173118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:26.230322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:26.230984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:26.231064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:26.231114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:26.354517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:26.354674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:26.354713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:26.354742] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:26.358082] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-15T20:32:26.358343] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-15T20:32:26.358463] [INFO ] [sig       ] STX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:26.502822] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STX.txt
[2025-12-15T20:32:26.502964] [INFO ] [sig       ] [3057/3591] Completed STX in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:26.503002] [INFO ] [sig       ] [3058/3591] Forecasting STXE...
[2025-12-15T20:32:26.503032] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-15T20:32:26.503061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-15T20:32:26.512464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-15T20:32:26.512832] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-15T20:32:26.513609] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-15T20:32:26.513663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:26.513694] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:26.513721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:26.513777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:26.570098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:26.570775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:26.570852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:26.570883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:26.682470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:26.682649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:26.682694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:26.682726] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:26.686106] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=43.50%)
[2025-12-15T20:32:26.686368] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-15T20:32:26.686492] [INFO ] [sig       ] STXE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:26.823824] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/STXE.txt
[2025-12-15T20:32:26.823983] [INFO ] [sig       ] [3058/3591] Completed STXE in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:26.824025] [INFO ] [sig       ] [3059/3591] Forecasting STXG...
[2025-12-15T20:32:26.824056] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-15T20:32:26.824086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-15T20:32:26.833298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-15T20:32:26.833649] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-15T20:32:26.834406] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-15T20:32:26.834456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:26.834487] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:26.834512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:26.834603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:26.889486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:26.890277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:26.890357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:26.890388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:26.997000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:26.997151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:26.997189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:26.997217] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:27.000530] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-12-15T20:32:27.000828] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-15T20:32:27.000951] [INFO ] [sig       ] STXG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:27.139376] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/STXG.txt
[2025-12-15T20:32:27.139526] [INFO ] [sig       ] [3059/3591] Completed STXG in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:27.139565] [INFO ] [sig       ] [3060/3591] Forecasting SUI...
[2025-12-15T20:32:27.139620] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-15T20:32:27.139652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-15T20:32:27.149528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-15T20:32:27.149874] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-15T20:32:27.150673] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-15T20:32:27.150736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:27.150774] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:27.150803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:27.150860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:27.206911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:27.207710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:27.207788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:27.207820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:27.326668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:27.326814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:27.326852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:27.326879] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:27.330239] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-15T20:32:27.330530] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-15T20:32:27.330676] [INFO ] [sig       ] SUI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:27.468642] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SUI.txt
[2025-12-15T20:32:27.468781] [INFO ] [sig       ] [3060/3591] Completed SUI in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:27.468821] [INFO ] [sig       ] [3061/3591] Forecasting SUN...
[2025-12-15T20:32:27.468850] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-15T20:32:27.468880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-15T20:32:27.478499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-15T20:32:27.478862] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-15T20:32:27.479671] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-15T20:32:27.479748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:27.479788] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:27.479820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:27.479874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:27.535306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:27.536020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:27.536098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:27.536129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:27.653586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:27.653713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:27.653754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:27.653784] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:27.657072] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-15T20:32:27.657331] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-15T20:32:27.657449] [INFO ] [sig       ] SUN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:27.796091] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SUN.txt
[2025-12-15T20:32:27.796228] [INFO ] [sig       ] [3061/3591] Completed SUN in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:27.796267] [INFO ] [sig       ] [3062/3591] Forecasting SUNS...
[2025-12-15T20:32:27.796297] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-15T20:32:27.796327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-15T20:32:27.806942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-15T20:32:27.807277] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-15T20:32:27.808048] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-15T20:32:27.808099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:27.808160] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:27.808188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:27.808244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:27.864776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:27.865408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:27.865490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:27.865522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:27.983863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:27.984014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:27.984056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:27.984086] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:27.987443] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-12-15T20:32:27.987734] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-15T20:32:27.987859] [INFO ] [sig       ] SUNS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:28.126928] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SUNS.txt
[2025-12-15T20:32:28.127056] [INFO ] [sig       ] [3062/3591] Completed SUNS in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:28.127104] [INFO ] [sig       ] [3063/3591] Forecasting SUPN...
[2025-12-15T20:32:28.127134] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-15T20:32:28.127164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-15T20:32:28.136970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-15T20:32:28.137291] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-15T20:32:28.138062] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-15T20:32:28.138112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:28.138143] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:28.138169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:28.138224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:28.193497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:28.194130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:28.194207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:28.194238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:28.318471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:28.318636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:28.318678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:28.318708] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:28.322105] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=57.31%)
[2025-12-15T20:32:28.322376] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-15T20:32:28.322499] [INFO ] [sig       ] SUPN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:28.461951] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SUPN.txt
[2025-12-15T20:32:28.462089] [INFO ] [sig       ] [3063/3591] Completed SUPN in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:28.462129] [INFO ] [sig       ] [3064/3591] Forecasting SURG...
[2025-12-15T20:32:28.462160] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-15T20:32:28.462190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-15T20:32:28.471937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-15T20:32:28.472248] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-15T20:32:28.473000] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-15T20:32:28.473051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:28.473083] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:28.473109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:28.473169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:28.531744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:28.532541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:28.532640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:28.532675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:28.650316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:28.650469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:28.650507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:28.650535] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:28.653868] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-15T20:32:28.654141] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-15T20:32:28.654263] [INFO ] [sig       ] SURG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:28.793846] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SURG.txt
[2025-12-15T20:32:28.794006] [INFO ] [sig       ] [3064/3591] Completed SURG in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:28.794046] [INFO ] [sig       ] [3065/3591] Forecasting SUSB...
[2025-12-15T20:32:28.794076] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-15T20:32:28.794106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-15T20:32:28.803835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-15T20:32:28.804215] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-15T20:32:28.805060] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-15T20:32:28.805111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:28.805147] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:28.805174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:28.805230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:28.861321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:28.862178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:28.862258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:28.862290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:28.987134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:28.987290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:28.987328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:28.987389] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:28.990821] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-15T20:32:28.991090] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-15T20:32:28.991212] [INFO ] [sig       ] SUSB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:29.129192] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SUSB.txt
[2025-12-15T20:32:29.129320] [INFO ] [sig       ] [3065/3591] Completed SUSB in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:29.129359] [INFO ] [sig       ] [3066/3591] Forecasting SUSC...
[2025-12-15T20:32:29.129387] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-15T20:32:29.129417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-15T20:32:29.139851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-15T20:32:29.140212] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-15T20:32:29.141084] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-15T20:32:29.141142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:29.141176] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:29.141204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:29.141262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:29.198138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:29.198891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:29.198993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:29.199028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:29.317981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:29.318131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:29.318169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:29.318197] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:29.321555] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-15T20:32:29.321860] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-15T20:32:29.321984] [INFO ] [sig       ] SUSC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:29.459790] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SUSC.txt
[2025-12-15T20:32:29.459935] [INFO ] [sig       ] [3066/3591] Completed SUSC in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:29.459977] [INFO ] [sig       ] [3067/3591] Forecasting SUSL...
[2025-12-15T20:32:29.460009] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-15T20:32:29.460041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-15T20:32:29.470091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-15T20:32:29.470417] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-15T20:32:29.471237] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-15T20:32:29.471289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:29.471323] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:29.471351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:29.471410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:29.528789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:29.529534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:29.529632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:29.529669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:29.648500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:29.648665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:29.648706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:29.648736] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:29.652487] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-12-15T20:32:29.652771] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-15T20:32:29.652911] [INFO ] [sig       ] SUSL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:29.793153] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SUSL.txt
[2025-12-15T20:32:29.793282] [INFO ] [sig       ] [3067/3591] Completed SUSL in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:29.793321] [INFO ] [sig       ] [3068/3591] Forecasting SUUN...
[2025-12-15T20:32:29.793353] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-15T20:32:29.793384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-15T20:32:29.803321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-15T20:32:29.803667] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-15T20:32:29.804438] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-15T20:32:29.804487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:29.804518] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:29.804545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:29.804616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:29.861073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:29.861759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:29.861850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:29.861884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:29.983369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:29.983532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:29.983587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:29.983619] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:29.986890] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=82.69%)
[2025-12-15T20:32:29.987151] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-15T20:32:29.987269] [INFO ] [sig       ] SUUN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:30.124829] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SUUN.txt
[2025-12-15T20:32:30.124969] [INFO ] [sig       ] [3068/3591] Completed SUUN in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:30.125007] [INFO ] [sig       ] [3069/3591] Forecasting SUZ...
[2025-12-15T20:32:30.125038] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-15T20:32:30.125068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-15T20:32:30.134592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-15T20:32:30.134901] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-15T20:32:30.135664] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-15T20:32:30.135715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:30.135747] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:30.135774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:30.135830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:30.191783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:30.192526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:30.192622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:30.192658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:30.315502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:30.315657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:30.315696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:30.315724] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:30.319076] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-12-15T20:32:30.319352] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-15T20:32:30.319474] [INFO ] [sig       ] SUZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:30.458304] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SUZ.txt
[2025-12-15T20:32:30.458447] [INFO ] [sig       ] [3069/3591] Completed SUZ in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:30.458490] [INFO ] [sig       ] [3070/3591] Forecasting SVC...
[2025-12-15T20:32:30.458524] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-15T20:32:30.458555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-15T20:32:30.469161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-15T20:32:30.469615] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-15T20:32:30.470462] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-15T20:32:30.470515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:30.470547] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:30.470594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:30.470655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:30.527661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:30.528532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:30.528638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:30.528673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:30.656758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:30.656903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:30.656943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:30.656971] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:30.660378] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-12-15T20:32:30.660680] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-15T20:32:30.660833] [INFO ] [sig       ] SVC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:30.798188] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SVC.txt
[2025-12-15T20:32:30.798317] [INFO ] [sig       ] [3070/3591] Completed SVC in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:30.798356] [INFO ] [sig       ] [3071/3591] Forecasting SVCO...
[2025-12-15T20:32:30.798385] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-15T20:32:30.798415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-15T20:32:30.808117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-15T20:32:30.808445] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-15T20:32:30.809253] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-15T20:32:30.809303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:30.809333] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:30.809358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:30.809413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:30.866834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:30.867516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:30.867611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:30.867647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:30.986118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:30.986268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:30.986310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:30.986341] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:30.989667] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-15T20:32:30.989969] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-15T20:32:30.990093] [INFO ] [sig       ] SVCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:31.128264] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SVCO.txt
[2025-12-15T20:32:31.128403] [INFO ] [sig       ] [3071/3591] Completed SVCO in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-15T20:32:31.128442] [INFO ] [sig       ] [3072/3591] Forecasting SVRA...
[2025-12-15T20:32:31.128472] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-15T20:32:31.128500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-15T20:32:31.138262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-15T20:32:31.138554] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-15T20:32:31.139335] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-15T20:32:31.139386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:31.139449] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:31.139479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:31.139534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:31.196323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:31.197094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:31.197203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:31.197237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:31.314677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:31.314827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:31.314867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:31.314897] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:31.318249] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=65.49%)
[2025-12-15T20:32:31.318527] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-15T20:32:31.318670] [INFO ] [sig       ] SVRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:31.456620] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SVRA.txt
[2025-12-15T20:32:31.456747] [INFO ] [sig       ] [3072/3591] Completed SVRA in 0.3s | 2.94 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-15T20:32:31.456786] [INFO ] [sig       ] [3073/3591] Forecasting SWBI...
[2025-12-15T20:32:31.456815] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-15T20:32:31.456846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-15T20:32:31.466258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-15T20:32:31.466617] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-15T20:32:31.467364] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-15T20:32:31.467414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:31.467445] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:31.467471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:31.467526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:31.526725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:31.527539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:31.527637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:31.527672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:31.646116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:31.646264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:31.646303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:31.646332] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:31.652849] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-12-15T20:32:31.653148] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-15T20:32:31.653280] [INFO ] [sig       ] SWBI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:31.794783] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SWBI.txt
[2025-12-15T20:32:31.794926] [INFO ] [sig       ] [3073/3591] Completed SWBI in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:31.794965] [INFO ] [sig       ] [3074/3591] Forecasting SWIM...
[2025-12-15T20:32:31.794994] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-15T20:32:31.795025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-15T20:32:31.805181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-15T20:32:31.805500] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-15T20:32:31.806463] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-15T20:32:31.806524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:31.806565] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:31.806618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:31.806679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:31.863742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:31.864362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:31.864439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:31.864471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:31.984139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:31.984259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:31.984297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:31.984325] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:31.987563] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=49.70%)
[2025-12-15T20:32:31.987846] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-15T20:32:31.987964] [INFO ] [sig       ] SWIM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:32.126509] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SWIM.txt
[2025-12-15T20:32:32.126665] [INFO ] [sig       ] [3074/3591] Completed SWIM in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:32.126706] [INFO ] [sig       ] [3075/3591] Forecasting SWK...
[2025-12-15T20:32:32.126734] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-15T20:32:32.126764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-15T20:32:32.136237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-15T20:32:32.136556] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-15T20:32:32.137323] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-15T20:32:32.137373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:32.137405] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:32.137431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:32.137486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:32.195812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:32.196551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:32.196660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:32.196698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:32.316633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:32.316775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:32.316814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:32.316844] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:32.320196] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-15T20:32:32.320462] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-15T20:32:32.320597] [INFO ] [sig       ] SWK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:32.458771] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SWK.txt
[2025-12-15T20:32:32.458940] [INFO ] [sig       ] [3075/3591] Completed SWK in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:32.459001] [INFO ] [sig       ] [3076/3591] Forecasting SWKS...
[2025-12-15T20:32:32.459033] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-15T20:32:32.459062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-15T20:32:32.468586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-15T20:32:32.468886] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-15T20:32:32.469687] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-15T20:32:32.469746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:32.469785] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:32.469817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:32.469886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:32.526940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:32.527676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:32.527756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:32.527789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:32.648229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:32.648376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:32.648416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:32.648446] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:32.651855] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-15T20:32:32.652123] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-15T20:32:32.652244] [INFO ] [sig       ] SWKS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:32.793730] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SWKS.txt
[2025-12-15T20:32:32.793874] [INFO ] [sig       ] [3076/3591] Completed SWKS in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:32.793913] [INFO ] [sig       ] [3077/3591] Forecasting SWX...
[2025-12-15T20:32:32.793942] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-15T20:32:32.793974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-15T20:32:32.804078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-15T20:32:32.804392] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-15T20:32:32.805191] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-15T20:32:32.805243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:32.805275] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:32.805301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:32.805358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:32.862852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:32.863501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:32.863602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:32.863638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:32.995859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:32.996010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:32.996049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:32.996077] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:33.000183] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=34.09%)
[2025-12-15T20:32:33.000468] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-15T20:32:33.000630] [INFO ] [sig       ] SWX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:33.140493] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SWX.txt
[2025-12-15T20:32:33.140647] [INFO ] [sig       ] [3077/3591] Completed SWX in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:33.140689] [INFO ] [sig       ] [3078/3591] Forecasting SWZ...
[2025-12-15T20:32:33.140719] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-15T20:32:33.140749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-15T20:32:33.150882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-15T20:32:33.151249] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-15T20:32:33.152124] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-15T20:32:33.152176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:33.152209] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:33.152235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:33.152291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:33.211060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:33.211930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:33.212014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:33.212047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:33.320106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:33.320250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:33.320288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:33.320317] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:33.323679] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-15T20:32:33.323986] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-15T20:32:33.324108] [INFO ] [sig       ] SWZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:33.462216] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SWZ.txt
[2025-12-15T20:32:33.462344] [INFO ] [sig       ] [3078/3591] Completed SWZ in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:33.462383] [INFO ] [sig       ] [3079/3591] Forecasting SXC...
[2025-12-15T20:32:33.462412] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-15T20:32:33.462442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-15T20:32:33.472337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-15T20:32:33.472679] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-15T20:32:33.473461] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-15T20:32:33.473513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:33.473585] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:33.473616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:33.473673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:33.530720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:33.531487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:33.531567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:33.531626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:33.652881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:33.653033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:33.653106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:33.653135] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:33.656534] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-15T20:32:33.656838] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-15T20:32:33.656967] [INFO ] [sig       ] SXC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:33.801327] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SXC.txt
[2025-12-15T20:32:33.801474] [INFO ] [sig       ] [3079/3591] Completed SXC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:33.801515] [INFO ] [sig       ] [3080/3591] Forecasting SXI...
[2025-12-15T20:32:33.801545] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-15T20:32:33.801592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-15T20:32:33.811955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-15T20:32:33.812313] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-15T20:32:33.813137] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-15T20:32:33.813190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:33.813223] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:33.813250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:33.813309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:33.871049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:33.871739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:33.871833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:33.871874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:33.994874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:33.995026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:33.995067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:33.995096] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:33.998514] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-15T20:32:33.998802] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-15T20:32:33.998920] [INFO ] [sig       ] SXI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:34.137800] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SXI.txt
[2025-12-15T20:32:34.137953] [INFO ] [sig       ] [3080/3591] Completed SXI in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:34.137994] [INFO ] [sig       ] [3081/3591] Forecasting SXTC...
[2025-12-15T20:32:34.138023] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-15T20:32:34.138053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-15T20:32:34.148068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-15T20:32:34.148445] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-15T20:32:34.149302] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-15T20:32:34.149354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:34.149387] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:34.149415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:34.149471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:34.208823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:34.209857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:34.210024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:34.210060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:34.331083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:34.331231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:34.331269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:34.331296] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:34.334535] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-12-15T20:32:34.334820] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-15T20:32:34.334947] [INFO ] [sig       ] SXTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:34.485001] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SXTC.txt
[2025-12-15T20:32:34.485170] [INFO ] [sig       ] [3081/3591] Completed SXTC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:34.485217] [INFO ] [sig       ] [3082/3591] Forecasting SY...
[2025-12-15T20:32:34.485248] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-15T20:32:34.485281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-15T20:32:34.495285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-15T20:32:34.495702] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-15T20:32:34.496517] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-15T20:32:34.496569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:34.496622] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:34.496650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:34.496707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:34.554758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:34.555591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:34.555674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:34.555707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:34.673073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:34.673221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:34.673261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:34.673291] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:34.676853] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-12-15T20:32:34.677126] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-15T20:32:34.677251] [INFO ] [sig       ] SY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:34.818074] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SY.txt
[2025-12-15T20:32:34.818217] [INFO ] [sig       ] [3082/3591] Completed SY in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:34.818257] [INFO ] [sig       ] [3083/3591] Forecasting SYF...
[2025-12-15T20:32:34.818287] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-15T20:32:34.818317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-15T20:32:34.828172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-15T20:32:34.828534] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-15T20:32:34.829355] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-15T20:32:34.829407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:34.829439] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:34.829480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:34.829539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:34.886879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:34.887650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:34.887731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:34.887765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:35.017069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:35.017236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:35.017287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:35.017317] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:35.020851] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-12-15T20:32:35.021171] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-15T20:32:35.021308] [INFO ] [sig       ] SYF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:35.171024] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SYF.txt
[2025-12-15T20:32:35.171172] [INFO ] [sig       ] [3083/3591] Completed SYF in 0.4s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:35.171213] [INFO ] [sig       ] [3084/3591] Forecasting SYK...
[2025-12-15T20:32:35.171242] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-15T20:32:35.171273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-15T20:32:35.181695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-15T20:32:35.182056] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-15T20:32:35.182862] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-15T20:32:35.182915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:35.182947] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:35.182973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:35.183032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:35.237873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:35.238588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:35.238669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:35.238702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:35.357295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:35.357444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:35.357483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:35.357511] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:35.360826] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-15T20:32:35.361095] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-15T20:32:35.361220] [INFO ] [sig       ] SYK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:35.499389] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SYK.txt
[2025-12-15T20:32:35.499523] [INFO ] [sig       ] [3084/3591] Completed SYK in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:35.499563] [INFO ] [sig       ] [3085/3591] Forecasting SYM...
[2025-12-15T20:32:35.499611] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-15T20:32:35.499641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-15T20:32:35.510155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-15T20:32:35.510509] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-15T20:32:35.511368] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-15T20:32:35.511421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:35.511453] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:35.511480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:35.511536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:35.570105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:35.570781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:35.570864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:35.570899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:35.692603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:35.692757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:35.692797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:35.692831] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:35.696240] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-15T20:32:35.696508] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-15T20:32:35.696646] [INFO ] [sig       ] SYM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:35.835704] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SYM.txt
[2025-12-15T20:32:35.835840] [INFO ] [sig       ] [3085/3591] Completed SYM in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:35.835881] [INFO ] [sig       ] [3086/3591] Forecasting SYNA...
[2025-12-15T20:32:35.835910] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-15T20:32:35.835938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-15T20:32:35.845388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-15T20:32:35.845821] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-15T20:32:35.846622] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-15T20:32:35.846674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:35.846705] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:35.846731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:35.846787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:35.902100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:35.902879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:35.902963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:35.902995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:36.020144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:36.020293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:36.020330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:36.020358] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:36.023630] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-12-15T20:32:36.023893] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-15T20:32:36.024011] [INFO ] [sig       ] SYNA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:36.165264] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SYNA.txt
[2025-12-15T20:32:36.165408] [INFO ] [sig       ] [3086/3591] Completed SYNA in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:36.165447] [INFO ] [sig       ] [3087/3591] Forecasting SYRE...
[2025-12-15T20:32:36.165478] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-15T20:32:36.165525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-15T20:32:36.175617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-15T20:32:36.175942] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-15T20:32:36.176806] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-15T20:32:36.176863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:36.176903] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:36.176937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:36.177008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:36.233726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:36.234555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:36.234665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:36.234701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:36.352638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:36.352781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:36.352819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:36.352848] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:36.356135] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-12-15T20:32:36.356401] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-15T20:32:36.356528] [INFO ] [sig       ] SYRE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:36.493081] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/SYRE.txt
[2025-12-15T20:32:36.493245] [INFO ] [sig       ] [3087/3591] Completed SYRE in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:36.493286] [INFO ] [sig       ] [3088/3591] Forecasting SYY...
[2025-12-15T20:32:36.493316] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-15T20:32:36.493345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-15T20:32:36.504400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-15T20:32:36.504783] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-15T20:32:36.505622] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-15T20:32:36.505674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:36.505705] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:36.505731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:36.505787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:36.566590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:36.567341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:36.567423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:36.567457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:36.690336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:36.690470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:36.690511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:36.690539] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:36.693994] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-12-15T20:32:36.694326] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-15T20:32:36.694465] [INFO ] [sig       ] SYY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:36.836080] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/SYY.txt
[2025-12-15T20:32:36.836216] [INFO ] [sig       ] [3088/3591] Completed SYY in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:36.836256] [INFO ] [sig       ] [3089/3591] Forecasting TAC...
[2025-12-15T20:32:36.836286] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-15T20:32:36.836315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-15T20:32:36.846924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-15T20:32:36.847251] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-15T20:32:36.848022] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-15T20:32:36.848073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:36.848104] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:36.848130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:36.848185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:36.904515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:36.905316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:36.905402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:36.905437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:37.022528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:37.022697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:37.022737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:37.022765] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:37.026093] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2025-12-15T20:32:37.026356] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-15T20:32:37.026476] [INFO ] [sig       ] TAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:37.168434] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TAC.txt
[2025-12-15T20:32:37.168566] [INFO ] [sig       ] [3089/3591] Completed TAC in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-15T20:32:37.168625] [INFO ] [sig       ] [3090/3591] Forecasting TAK...
[2025-12-15T20:32:37.168654] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-15T20:32:37.168686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-15T20:32:37.178726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-15T20:32:37.179097] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-15T20:32:37.179890] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-15T20:32:37.179952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:37.179994] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:37.180044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:37.180123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:37.236817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:37.237568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:37.237670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:37.237701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:37.356291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:37.356442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:37.356482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:37.356512] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:37.359945] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-15T20:32:37.360215] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-15T20:32:37.360337] [INFO ] [sig       ] TAK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:37.496630] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TAK.txt
[2025-12-15T20:32:37.496754] [INFO ] [sig       ] [3090/3591] Completed TAK in 0.3s | 2.94 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-15T20:32:37.496793] [INFO ] [sig       ] [3091/3591] Forecasting TAL...
[2025-12-15T20:32:37.496821] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-15T20:32:37.496850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-15T20:32:37.506796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-15T20:32:37.507138] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-15T20:32:37.507912] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-15T20:32:37.507964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:37.507994] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:37.508020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:37.508075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:37.564813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:37.565435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:37.565515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:37.565549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:37.684268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:37.684415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:37.684455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:37.684485] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:37.687861] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=60.01%)
[2025-12-15T20:32:37.688179] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-15T20:32:37.688307] [INFO ] [sig       ] TAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:37.828322] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TAL.txt
[2025-12-15T20:32:37.828465] [INFO ] [sig       ] [3091/3591] Completed TAL in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:37.828504] [INFO ] [sig       ] [3092/3591] Forecasting TALK...
[2025-12-15T20:32:37.828534] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-15T20:32:37.828564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-15T20:32:37.838822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-15T20:32:37.839149] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-15T20:32:37.839943] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-15T20:32:37.840002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:37.840034] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:37.840062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:37.840119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:37.897647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:37.898359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:37.898440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:37.898473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:38.017407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:38.017544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:38.017605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:38.017637] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:38.021037] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=56.64%)
[2025-12-15T20:32:38.021307] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-15T20:32:38.021431] [INFO ] [sig       ] TALK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:38.161059] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TALK.txt
[2025-12-15T20:32:38.161206] [INFO ] [sig       ] [3092/3591] Completed TALK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:38.161277] [INFO ] [sig       ] [3093/3591] Forecasting TALO...
[2025-12-15T20:32:38.161309] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-15T20:32:38.161339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-15T20:32:38.171231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-15T20:32:38.171550] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-15T20:32:38.172376] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-15T20:32:38.172429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:38.172462] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:38.172490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:38.172548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:38.230443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:38.231219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:38.231471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:38.231504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:38.355677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:38.355824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:38.355864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:38.355893] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:38.359376] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2025-12-15T20:32:38.359664] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-15T20:32:38.359787] [INFO ] [sig       ] TALO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:38.499566] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TALO.txt
[2025-12-15T20:32:38.499728] [INFO ] [sig       ] [3093/3591] Completed TALO in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:38.499770] [INFO ] [sig       ] [3094/3591] Forecasting TAOP...
[2025-12-15T20:32:38.499802] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-15T20:32:38.499833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-15T20:32:38.510279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-15T20:32:38.510641] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-15T20:32:38.511431] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-15T20:32:38.511484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:38.511516] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:38.511542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:38.511622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:38.567784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:38.568628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:38.568718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:38.568750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:38.684093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:38.684245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:38.684284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:38.684313] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:38.687718] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=15.63%)
[2025-12-15T20:32:38.688021] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-15T20:32:38.688149] [INFO ] [sig       ] TAOP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:38.828586] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TAOP.txt
[2025-12-15T20:32:38.828720] [INFO ] [sig       ] [3094/3591] Completed TAOP in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:38.828760] [INFO ] [sig       ] [3095/3591] Forecasting TAP...
[2025-12-15T20:32:38.828789] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-15T20:32:38.828820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-15T20:32:38.839394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-15T20:32:38.839788] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-15T20:32:38.840587] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-15T20:32:38.840642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:38.840689] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:38.840724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:38.840783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:38.898404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:38.899172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:38.899255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:38.899288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:39.019039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:39.019205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:39.019255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:39.019287] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:39.022757] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-12-15T20:32:39.023032] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-15T20:32:39.023156] [INFO ] [sig       ] TAP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:39.166209] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TAP.txt
[2025-12-15T20:32:39.166360] [INFO ] [sig       ] [3095/3591] Completed TAP in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:39.166400] [INFO ] [sig       ] [3096/3591] Forecasting TARA...
[2025-12-15T20:32:39.166438] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-15T20:32:39.166468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-15T20:32:39.176236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-15T20:32:39.176544] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-15T20:32:39.177346] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-15T20:32:39.177428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:39.177462] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:39.177519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:39.177592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:39.234675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:39.235440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:39.235518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:39.235551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:39.355435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:39.355592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:39.355636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:39.355664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:39.358902] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=31.00%)
[2025-12-15T20:32:39.359190] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-15T20:32:39.359311] [INFO ] [sig       ] TARA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:39.497400] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TARA.txt
[2025-12-15T20:32:39.497535] [INFO ] [sig       ] [3096/3591] Completed TARA in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:39.497590] [INFO ] [sig       ] [3097/3591] Forecasting TARK...
[2025-12-15T20:32:39.497623] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-15T20:32:39.497652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-15T20:32:39.507428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-15T20:32:39.507767] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-15T20:32:39.508525] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-15T20:32:39.508592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:39.508625] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:39.508653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:39.508709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:39.564820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:39.565482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:39.565558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:39.565607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:39.687853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:39.688001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:39.688040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:39.688069] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:39.691366] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-12-15T20:32:39.691647] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-15T20:32:39.691766] [INFO ] [sig       ] TARK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:39.830683] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TARK.txt
[2025-12-15T20:32:39.830814] [INFO ] [sig       ] [3097/3591] Completed TARK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:39.830853] [INFO ] [sig       ] [3098/3591] Forecasting TARS...
[2025-12-15T20:32:39.830884] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-15T20:32:39.830914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-15T20:32:39.844335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-15T20:32:39.844762] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-15T20:32:39.845700] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-15T20:32:39.845759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:39.845797] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:39.845829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:39.845905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:39.907226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:39.908068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:39.908150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:39.908182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:40.034260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:40.034427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:40.034468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:40.034498] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:40.037949] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=47.79%)
[2025-12-15T20:32:40.038268] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-15T20:32:40.038413] [INFO ] [sig       ] TARS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:40.180188] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TARS.txt
[2025-12-15T20:32:40.180342] [INFO ] [sig       ] [3098/3591] Completed TARS in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:40.180382] [INFO ] [sig       ] [3099/3591] Forecasting TASK...
[2025-12-15T20:32:40.180412] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-15T20:32:40.180442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-15T20:32:40.191317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-15T20:32:40.191674] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-15T20:32:40.192416] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-15T20:32:40.192466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:40.192497] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:40.192523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:40.192596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:40.249973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:40.250720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:40.250800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:40.250833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:40.372499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:40.372636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:40.372677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:40.372706] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:40.376050] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=24.47%)
[2025-12-15T20:32:40.376313] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-15T20:32:40.376431] [INFO ] [sig       ] TASK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:40.514268] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TASK.txt
[2025-12-15T20:32:40.514401] [INFO ] [sig       ] [3099/3591] Completed TASK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:40.514452] [INFO ] [sig       ] [3100/3591] Forecasting TAYD...
[2025-12-15T20:32:40.514484] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-15T20:32:40.514514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-15T20:32:40.523885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-15T20:32:40.524230] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-15T20:32:40.525073] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-15T20:32:40.525127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:40.525159] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:40.525188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:40.525245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:40.582288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:40.582889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:40.582969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:40.583000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:40.687958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:40.688124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:40.688163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:40.688192] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:40.691509] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-15T20:32:40.691787] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-15T20:32:40.691905] [INFO ] [sig       ] TAYD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:40.830083] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TAYD.txt
[2025-12-15T20:32:40.830220] [INFO ] [sig       ] [3100/3591] Completed TAYD in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:40.830259] [INFO ] [sig       ] [3101/3591] Forecasting TBB...
[2025-12-15T20:32:40.830288] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-15T20:32:40.830317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-15T20:32:40.840419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-15T20:32:40.840779] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-15T20:32:40.841561] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-15T20:32:40.841641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:40.841679] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:40.841708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:40.841765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:40.898197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:40.898875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:40.898953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:40.899015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:41.019963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:41.020080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:41.020128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:41.020159] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:41.023633] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=21.87%)
[2025-12-15T20:32:41.023933] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-15T20:32:41.024064] [INFO ] [sig       ] TBB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:41.164647] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TBB.txt
[2025-12-15T20:32:41.164787] [INFO ] [sig       ] [3101/3591] Completed TBB in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:41.164826] [INFO ] [sig       ] [3102/3591] Forecasting TBBK...
[2025-12-15T20:32:41.164855] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-15T20:32:41.164885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-15T20:32:41.175785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-15T20:32:41.176138] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-15T20:32:41.176949] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-15T20:32:41.177011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:41.177045] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:41.177073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:41.177131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:41.236932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:41.237844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:41.237929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:41.237964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:41.359744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:41.359889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:41.359927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:41.359955] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:41.363196] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=31.25%)
[2025-12-15T20:32:41.363458] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-15T20:32:41.363592] [INFO ] [sig       ] TBBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:41.503630] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TBBK.txt
[2025-12-15T20:32:41.503765] [INFO ] [sig       ] [3102/3591] Completed TBBK in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:41.503804] [INFO ] [sig       ] [3103/3591] Forecasting TBI...
[2025-12-15T20:32:41.503835] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-15T20:32:41.503864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-15T20:32:41.514714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-15T20:32:41.515072] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-15T20:32:41.516048] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-15T20:32:41.516100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:41.516132] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:41.516159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:41.516216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:41.574445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:41.575539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:41.575639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:41.575671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:41.701057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:41.701208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:41.701263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:41.701293] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:41.704563] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-15T20:32:41.704848] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-15T20:32:41.704967] [INFO ] [sig       ] TBI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:41.850218] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TBI.txt
[2025-12-15T20:32:41.850359] [INFO ] [sig       ] [3103/3591] Completed TBI in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:41.850399] [INFO ] [sig       ] [3104/3591] Forecasting TBIL...
[2025-12-15T20:32:41.850428] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-15T20:32:41.850459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-15T20:32:41.861412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-15T20:32:41.861817] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-15T20:32:41.862616] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-15T20:32:41.862672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:41.862703] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:41.862730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:41.862787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:41.919916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:41.920661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:41.920742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:41.920776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:41.978295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:41.978429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:41.978467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:41.978495] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:41.981773] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-15T20:32:41.982042] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-15T20:32:41.982155] [INFO ] [sig       ] TBIL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:42.122992] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TBIL.txt
[2025-12-15T20:32:42.123119] [INFO ] [sig       ] [3104/3591] Completed TBIL in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:42.123158] [INFO ] [sig       ] [3105/3591] Forecasting TBLA...
[2025-12-15T20:32:42.123186] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-15T20:32:42.123216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-15T20:32:42.133336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-15T20:32:42.133753] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-15T20:32:42.134704] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-15T20:32:42.134764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:42.134796] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:42.134823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:42.134882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:42.192210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:42.192922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:42.193004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:42.193040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:42.313454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:42.313619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:42.313659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:42.313688] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:42.316927] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: UP (p=79.11%)
[2025-12-15T20:32:42.317197] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-15T20:32:42.317316] [INFO ] [sig       ] TBLA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:42.458920] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TBLA.txt
[2025-12-15T20:32:42.459117] [INFO ] [sig       ] [3105/3591] Completed TBLA in 0.3s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:42.459167] [INFO ] [sig       ] [3106/3591] Forecasting TBLD...
[2025-12-15T20:32:42.459198] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-15T20:32:42.459230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-15T20:32:42.470199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-15T20:32:42.470621] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-15T20:32:42.471422] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-15T20:32:42.471474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:42.471510] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:42.471543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:42.471656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:42.533269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:42.534162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:42.534304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:42.534353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:42.678906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:42.679087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:42.679130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:42.679190] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:42.682693] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=14.08%)
[2025-12-15T20:32:42.683006] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-15T20:32:42.683145] [INFO ] [sig       ] TBLD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:42.853724] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TBLD.txt
[2025-12-15T20:32:42.853959] [INFO ] [sig       ] [3106/3591] Completed TBLD in 0.4s | 2.94 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-15T20:32:42.854015] [INFO ] [sig       ] [3107/3591] Forecasting TBPH...
[2025-12-15T20:32:42.854055] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-15T20:32:42.854091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-15T20:32:42.867766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-15T20:32:42.868297] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-15T20:32:42.869605] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-15T20:32:42.869685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:42.869759] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:42.869804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:42.869893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:42.954809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:42.956033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:42.956198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:42.956257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:43.119717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:43.119912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:43.119968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:43.120011] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:43.125334] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-12-15T20:32:43.125810] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-15T20:32:43.125971] [INFO ] [sig       ] TBPH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:43.321372] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TBPH.txt
[2025-12-15T20:32:43.321625] [INFO ] [sig       ] [3107/3591] Completed TBPH in 0.5s | 2.94 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-15T20:32:43.321688] [INFO ] [sig       ] [3108/3591] Forecasting TBRG...
[2025-12-15T20:32:43.321736] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-15T20:32:43.321784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-15T20:32:43.338637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-15T20:32:43.339229] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-15T20:32:43.340556] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-15T20:32:43.340655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:43.340709] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:43.340754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:43.340850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:43.429778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:43.431095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:43.431231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:43.431285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:43.582365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:43.582592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:43.582646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:43.582687] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:43.587740] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=70.05%)
[2025-12-15T20:32:43.588220] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-15T20:32:43.588393] [INFO ] [sig       ] TBRG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:43.777984] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TBRG.txt
[2025-12-15T20:32:43.778146] [INFO ] [sig       ] [3108/3591] Completed TBRG in 0.5s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-15T20:32:43.778189] [INFO ] [sig       ] [3109/3591] Forecasting TCBI...
[2025-12-15T20:32:43.778221] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-15T20:32:43.778253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-15T20:32:43.788759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-15T20:32:43.789229] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-15T20:32:43.790098] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-15T20:32:43.790160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:43.790193] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:43.790220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:43.790277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:43.850728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:43.851675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:43.851765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:43.851799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:43.990348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:43.990506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:43.990547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:43.990600] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:43.994522] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-15T20:32:43.994904] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-15T20:32:43.995052] [INFO ] [sig       ] TCBI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:44.143210] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TCBI.txt
[2025-12-15T20:32:44.143391] [INFO ] [sig       ] [3109/3591] Completed TCBI in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:44.143434] [INFO ] [sig       ] [3110/3591] Forecasting TCBIO...
[2025-12-15T20:32:44.143467] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-15T20:32:44.143499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-15T20:32:44.154293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-15T20:32:44.154673] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-15T20:32:44.155446] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-15T20:32:44.155499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:44.155541] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:44.155609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:44.155684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:44.216666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:44.217656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:44.217742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:44.217776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:44.335311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:44.335522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:44.335603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:44.335642] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:44.339442] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=87.76%)
[2025-12-15T20:32:44.339780] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-15T20:32:44.339914] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:44.487734] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TCBIO.txt
[2025-12-15T20:32:44.487888] [INFO ] [sig       ] [3110/3591] Completed TCBIO in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:44.487944] [INFO ] [sig       ] [3111/3591] Forecasting TCBK...
[2025-12-15T20:32:44.487977] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-15T20:32:44.488007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-15T20:32:44.498177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-15T20:32:44.498481] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-15T20:32:44.499257] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-15T20:32:44.499308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:44.499339] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:44.499366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:44.499421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:44.555854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:44.556524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:44.556627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:44.556662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:44.672948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:44.673092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:44.673130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:44.673159] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:44.676435] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-15T20:32:44.676721] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-15T20:32:44.676849] [INFO ] [sig       ] TCBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:44.816270] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TCBK.txt
[2025-12-15T20:32:44.816394] [INFO ] [sig       ] [3111/3591] Completed TCBK in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:44.816433] [INFO ] [sig       ] [3112/3591] Forecasting TCBX...
[2025-12-15T20:32:44.816462] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-15T20:32:44.816492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-15T20:32:44.826220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-15T20:32:44.826541] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-15T20:32:44.827327] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-15T20:32:44.827377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:44.827409] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:44.827436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:44.827492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:44.884191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:44.884892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:44.884970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:44.885001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:45.003205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:45.003350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:45.003388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:45.003418] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:45.006648] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2025-12-15T20:32:45.006911] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-15T20:32:45.007047] [INFO ] [sig       ] TCBX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:45.149516] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TCBX.txt
[2025-12-15T20:32:45.149686] [INFO ] [sig       ] [3112/3591] Completed TCBX in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:45.149738] [INFO ] [sig       ] [3113/3591] Forecasting TCMD...
[2025-12-15T20:32:45.149768] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-15T20:32:45.149798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-15T20:32:45.160255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-15T20:32:45.160601] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-15T20:32:45.161420] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-15T20:32:45.161472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:45.161529] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:45.161558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:45.161634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:45.219724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:45.220455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:45.220535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:45.220601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:45.348172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:45.348325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:45.348366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:45.348395] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:45.351846] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2025-12-15T20:32:45.352119] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-15T20:32:45.352244] [INFO ] [sig       ] TCMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:45.499362] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TCMD.txt
[2025-12-15T20:32:45.499542] [INFO ] [sig       ] [3113/3591] Completed TCMD in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:45.499620] [INFO ] [sig       ] [3114/3591] Forecasting TCOM...
[2025-12-15T20:32:45.499655] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-15T20:32:45.499684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-15T20:32:45.510313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-15T20:32:45.510745] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-15T20:32:45.511556] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-15T20:32:45.511629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:45.511662] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:45.511689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:45.511746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:45.571218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:45.572088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:45.572170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:45.572203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:45.692179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:45.692300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:45.692350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:45.692379] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:45.695653] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-15T20:32:45.695918] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-15T20:32:45.696039] [INFO ] [sig       ] TCOM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:45.837938] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TCOM.txt
[2025-12-15T20:32:45.838105] [INFO ] [sig       ] [3114/3591] Completed TCOM in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:45.838153] [INFO ] [sig       ] [3115/3591] Forecasting TCPC...
[2025-12-15T20:32:45.838190] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-15T20:32:45.838226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-15T20:32:45.848759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-15T20:32:45.849117] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-15T20:32:45.849908] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-15T20:32:45.849959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:45.849992] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:45.850023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:45.850093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:45.906853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:45.907643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:45.907736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:45.907771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:46.027078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:46.027232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:46.027270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:46.027298] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:46.030600] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=83.48%)
[2025-12-15T20:32:46.030872] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-15T20:32:46.030993] [INFO ] [sig       ] TCPC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:46.193071] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TCPC.txt
[2025-12-15T20:32:46.193230] [INFO ] [sig       ] [3115/3591] Completed TCPC in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:46.193272] [INFO ] [sig       ] [3116/3591] Forecasting TCX...
[2025-12-15T20:32:46.193302] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-15T20:32:46.193335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-15T20:32:46.204053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-15T20:32:46.204440] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-15T20:32:46.205227] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-15T20:32:46.205280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:46.205312] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:46.205338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:46.205396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:46.265939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:46.266715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:46.266810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:46.266844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:46.382031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:46.382178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:46.382217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:46.382277] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:46.385934] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-15T20:32:46.386224] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-15T20:32:46.386376] [INFO ] [sig       ] TCX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:46.532369] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TCX.txt
[2025-12-15T20:32:46.532555] [INFO ] [sig       ] [3116/3591] Completed TCX in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:46.532633] [INFO ] [sig       ] [3117/3591] Forecasting TD...
[2025-12-15T20:32:46.532665] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-15T20:32:46.532693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-15T20:32:46.543029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-15T20:32:46.543414] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-15T20:32:46.544291] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-15T20:32:46.544344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:46.544376] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:46.544402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:46.544459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:46.602937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:46.603848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:46.603934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:46.603967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:46.724996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:46.725141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:46.725179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:46.725208] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:46.728846] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-12-15T20:32:46.729154] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-15T20:32:46.729284] [INFO ] [sig       ] TD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:46.893029] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TD.txt
[2025-12-15T20:32:46.893230] [INFO ] [sig       ] [3117/3591] Completed TD in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:46.893273] [INFO ] [sig       ] [3118/3591] Forecasting TDC...
[2025-12-15T20:32:46.893304] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-15T20:32:46.893335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-15T20:32:46.903621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-15T20:32:46.904030] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-15T20:32:46.904841] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-15T20:32:46.904892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:46.904937] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:46.904965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:46.905022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:46.962356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:46.963237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:46.963322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:46.963355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:47.092986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:47.093137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:47.093176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:47.093205] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:47.096720] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=74.05%)
[2025-12-15T20:32:47.096985] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-15T20:32:47.097106] [INFO ] [sig       ] TDC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:47.260300] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TDC.txt
[2025-12-15T20:32:47.260465] [INFO ] [sig       ] [3118/3591] Completed TDC in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:47.260506] [INFO ] [sig       ] [3119/3591] Forecasting TDF...
[2025-12-15T20:32:47.260535] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-15T20:32:47.260566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-15T20:32:47.271265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-15T20:32:47.271747] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-15T20:32:47.272592] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-15T20:32:47.272650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:47.272683] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:47.272709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:47.272766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:47.328505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:47.329358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:47.329444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:47.329478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:47.455779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:47.455932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:47.455974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:47.456004] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:47.459469] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-15T20:32:47.459786] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-15T20:32:47.459924] [INFO ] [sig       ] TDF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:47.610315] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TDF.txt
[2025-12-15T20:32:47.610447] [INFO ] [sig       ] [3119/3591] Completed TDF in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:47.610487] [INFO ] [sig       ] [3120/3591] Forecasting TDG...
[2025-12-15T20:32:47.610517] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-15T20:32:47.610546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-15T20:32:47.620853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-15T20:32:47.621276] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-15T20:32:47.622242] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-15T20:32:47.622296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:47.622329] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:47.622357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:47.622415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:47.685163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:47.686099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:47.686186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:47.686221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:47.808697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:47.808852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:47.808892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:47.808920] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:47.812270] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=35.11%)
[2025-12-15T20:32:47.812538] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-15T20:32:47.812677] [INFO ] [sig       ] TDG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:47.953257] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TDG.txt
[2025-12-15T20:32:47.953389] [INFO ] [sig       ] [3120/3591] Completed TDG in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:47.953427] [INFO ] [sig       ] [3121/3591] Forecasting TDS...
[2025-12-15T20:32:47.953457] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-15T20:32:47.953487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-15T20:32:47.963380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-15T20:32:47.963747] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-15T20:32:47.964501] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-15T20:32:47.964552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:47.964600] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:47.964628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:47.964685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:48.019057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:48.019667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:48.019743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:48.019775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:48.135024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:48.135162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:48.135199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:48.135227] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:48.138471] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-12-15T20:32:48.138752] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-15T20:32:48.138868] [INFO ] [sig       ] TDS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:48.278677] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TDS.txt
[2025-12-15T20:32:48.278806] [INFO ] [sig       ] [3121/3591] Completed TDS in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:48.278846] [INFO ] [sig       ] [3122/3591] Forecasting TDSC...
[2025-12-15T20:32:48.278875] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-15T20:32:48.278912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-15T20:32:48.288093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-15T20:32:48.288393] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-15T20:32:48.289287] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-15T20:32:48.289338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:48.289369] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:48.289395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:48.289451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:48.345407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:48.345987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:48.346063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:48.346094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:48.450731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:48.450865] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:32:48.450907] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:48.450935] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:48.454339] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-15T20:32:48.454617] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-15T20:32:48.454736] [INFO ] [sig       ] TDSC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:48.593307] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TDSC.txt
[2025-12-15T20:32:48.593418] [INFO ] [sig       ] [3122/3591] Completed TDSC in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:48.593454] [INFO ] [sig       ] [3123/3591] Forecasting TDUP...
[2025-12-15T20:32:48.593483] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-15T20:32:48.593512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-15T20:32:48.604186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-15T20:32:48.604473] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-15T20:32:48.605244] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-15T20:32:48.605301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:48.605331] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:48.605358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:48.605418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:48.661293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:48.661871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:48.661971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:48.662004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:48.779778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:48.779910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:48.779947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:48.779975] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:48.783209] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-12-15T20:32:48.783484] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-15T20:32:48.783621] [INFO ] [sig       ] TDUP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:48.920592] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TDUP.txt
[2025-12-15T20:32:48.920705] [INFO ] [sig       ] [3123/3591] Completed TDUP in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:48.920743] [INFO ] [sig       ] [3124/3591] Forecasting TDY...
[2025-12-15T20:32:48.920774] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-15T20:32:48.920803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-15T20:32:48.930292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-15T20:32:48.930592] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-15T20:32:48.931323] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-15T20:32:48.931373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:48.931404] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:48.931431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:48.931487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:48.986710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:48.987269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:48.987343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:48.987375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:49.103776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:49.103857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:49.103894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:49.103922] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:49.106947] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-15T20:32:49.107195] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-15T20:32:49.107315] [INFO ] [sig       ] TDY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:49.243670] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TDY.txt
[2025-12-15T20:32:49.243786] [INFO ] [sig       ] [3124/3591] Completed TDY in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-15T20:32:49.243825] [INFO ] [sig       ] [3125/3591] Forecasting TEAM...
[2025-12-15T20:32:49.243855] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-15T20:32:49.243885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-15T20:32:49.253613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-15T20:32:49.253906] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-15T20:32:49.254666] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-15T20:32:49.254717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:49.254747] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:49.254773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:49.254828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:49.310226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:49.310816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:49.310891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:49.310923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:49.431908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:49.432071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:49.432110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:49.432155] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:49.435519] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=36.47%)
[2025-12-15T20:32:49.435797] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-15T20:32:49.435917] [INFO ] [sig       ] TEAM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:49.571707] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TEAM.txt
[2025-12-15T20:32:49.571827] [INFO ] [sig       ] [3125/3591] Completed TEAM in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-15T20:32:49.571865] [INFO ] [sig       ] [3126/3591] Forecasting TECH...
[2025-12-15T20:32:49.571894] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-15T20:32:49.571922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-15T20:32:49.581818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-15T20:32:49.582123] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-15T20:32:49.582917] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-15T20:32:49.582976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:49.583007] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:49.583033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:49.583089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:49.639464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:49.640066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:49.640142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:49.640173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:49.762144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:49.762305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:49.762344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:49.762374] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:49.765674] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-12-15T20:32:49.765935] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-15T20:32:49.766054] [INFO ] [sig       ] TECH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:49.905623] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TECH.txt
[2025-12-15T20:32:49.905764] [INFO ] [sig       ] [3126/3591] Completed TECH in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:49.905803] [INFO ] [sig       ] [3127/3591] Forecasting TECK...
[2025-12-15T20:32:49.905834] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-15T20:32:49.905862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-15T20:32:49.915375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-15T20:32:49.915694] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-15T20:32:49.916427] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-15T20:32:49.916477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:49.916508] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:49.916534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:49.916610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:49.971682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:49.972263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:49.972338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:49.972370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:50.093122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:50.093220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:50.093259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:50.093286] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:50.096527] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-15T20:32:50.096808] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-15T20:32:50.096924] [INFO ] [sig       ] TECK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:50.235092] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TECK.txt
[2025-12-15T20:32:50.235217] [INFO ] [sig       ] [3127/3591] Completed TECK in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:50.235255] [INFO ] [sig       ] [3128/3591] Forecasting TECX...
[2025-12-15T20:32:50.235284] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-15T20:32:50.235314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-15T20:32:50.244986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-15T20:32:50.245294] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-15T20:32:50.246078] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-15T20:32:50.246127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:50.246158] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:50.246184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:50.246240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:50.302045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:50.302626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:50.302702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:50.302734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:50.424144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:50.424315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:50.424364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:50.424396] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:50.427723] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=25.42%)
[2025-12-15T20:32:50.427988] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-15T20:32:50.428105] [INFO ] [sig       ] TECX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:50.566865] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TECX.txt
[2025-12-15T20:32:50.566985] [INFO ] [sig       ] [3128/3591] Completed TECX in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:50.567023] [INFO ] [sig       ] [3129/3591] Forecasting TEF...
[2025-12-15T20:32:50.567053] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-15T20:32:50.567081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-15T20:32:50.576680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-15T20:32:50.576999] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-15T20:32:50.577793] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-15T20:32:50.577846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:50.577880] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:50.577908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:50.577982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:50.633930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:50.634644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:50.634722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:50.634754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:50.752027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:50.752176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:50.752215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:50.752244] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:50.755885] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-12-15T20:32:50.756148] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-15T20:32:50.756266] [INFO ] [sig       ] TEF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:50.895046] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TEF.txt
[2025-12-15T20:32:50.895174] [INFO ] [sig       ] [3129/3591] Completed TEF in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:50.895212] [INFO ] [sig       ] [3130/3591] Forecasting TEI...
[2025-12-15T20:32:50.895241] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-15T20:32:50.895271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-15T20:32:50.905215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-15T20:32:50.905542] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-15T20:32:50.906316] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-15T20:32:50.906369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:50.906437] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:50.906477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:50.906559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:50.962642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:50.963264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:50.963341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:50.963373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:51.078208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:51.078357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:51.078396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:51.078424] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:51.081708] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-15T20:32:51.081981] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-15T20:32:51.082100] [INFO ] [sig       ] TEI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:51.218901] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TEI.txt
[2025-12-15T20:32:51.219045] [INFO ] [sig       ] [3130/3591] Completed TEI in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:51.219084] [INFO ] [sig       ] [3131/3591] Forecasting TELO...
[2025-12-15T20:32:51.219114] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-15T20:32:51.219142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-15T20:32:51.229187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-15T20:32:51.229534] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-15T20:32:51.230341] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-15T20:32:51.230408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:51.230442] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:51.230469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:51.230526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:51.286555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:51.287182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:51.287262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:51.287294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:51.403276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:51.403435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:51.403477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:51.403505] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:51.407021] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-12-15T20:32:51.407320] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-15T20:32:51.407449] [INFO ] [sig       ] TELO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:51.546693] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TELO.txt
[2025-12-15T20:32:51.546820] [INFO ] [sig       ] [3131/3591] Completed TELO in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:51.546860] [INFO ] [sig       ] [3132/3591] Forecasting TEM...
[2025-12-15T20:32:51.546889] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-15T20:32:51.546918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-15T20:32:51.556561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-15T20:32:51.556889] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-15T20:32:51.557662] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-15T20:32:51.557715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:51.557746] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:51.557773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:51.557829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:51.616331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:51.617033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:51.617112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:51.617145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:51.741703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:51.741847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:51.741885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:51.741913] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:51.745183] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-12-15T20:32:51.745470] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-15T20:32:51.745607] [INFO ] [sig       ] TEM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:51.886741] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TEM.txt
[2025-12-15T20:32:51.886877] [INFO ] [sig       ] [3132/3591] Completed TEM in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:51.886916] [INFO ] [sig       ] [3133/3591] Forecasting TENB...
[2025-12-15T20:32:51.886947] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-15T20:32:51.886976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-15T20:32:51.896900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-15T20:32:51.897205] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-15T20:32:51.897965] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-15T20:32:51.898015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:51.898046] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:51.898072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:51.898128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:51.954086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:51.954894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:51.954970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:51.955002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:52.073781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:52.073934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:52.073972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:52.074029] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:52.077299] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=81.53%)
[2025-12-15T20:32:52.077592] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-15T20:32:52.077717] [INFO ] [sig       ] TENB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:52.215939] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TENB.txt
[2025-12-15T20:32:52.216070] [INFO ] [sig       ] [3133/3591] Completed TENB in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:52.216109] [INFO ] [sig       ] [3134/3591] Forecasting TENX...
[2025-12-15T20:32:52.216139] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-15T20:32:52.216169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-15T20:32:52.225449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-15T20:32:52.225799] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-15T20:32:52.226543] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-15T20:32:52.226620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:52.226656] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:52.226683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:52.226739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:52.285867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:52.286626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:52.286710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:52.286744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:52.393246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:52.393392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:52.393432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:52.393460] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:52.396736] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-15T20:32:52.397001] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-15T20:32:52.397131] [INFO ] [sig       ] TENX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:52.540818] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TENX.txt
[2025-12-15T20:32:52.540952] [INFO ] [sig       ] [3134/3591] Completed TENX in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:52.540992] [INFO ] [sig       ] [3135/3591] Forecasting TEO...
[2025-12-15T20:32:52.541022] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-15T20:32:52.541052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-15T20:32:52.550876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-15T20:32:52.551170] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-15T20:32:52.551972] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-15T20:32:52.552022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:52.552053] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:52.552079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:52.552145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:52.608328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:52.608990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:52.609071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:52.609104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:52.729791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:52.729936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:52.729976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:52.730005] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:52.733283] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-15T20:32:52.733557] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-15T20:32:52.733697] [INFO ] [sig       ] TEO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:52.872731] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TEO.txt
[2025-12-15T20:32:52.872859] [INFO ] [sig       ] [3135/3591] Completed TEO in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:52.872898] [INFO ] [sig       ] [3136/3591] Forecasting TERN...
[2025-12-15T20:32:52.872928] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-15T20:32:52.872957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-15T20:32:52.882655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-15T20:32:52.882944] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-15T20:32:52.883717] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-15T20:32:52.883768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:52.883798] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:52.883824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:52.883880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:52.940325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:52.941043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:52.941122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:52.941154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:53.064869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:53.065052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:53.065091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:53.065120] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:53.068481] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-12-15T20:32:53.068802] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-15T20:32:53.068923] [INFO ] [sig       ] TERN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:53.210696] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TERN.txt
[2025-12-15T20:32:53.210838] [INFO ] [sig       ] [3136/3591] Completed TERN in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:53.210878] [INFO ] [sig       ] [3137/3591] Forecasting TEVA...
[2025-12-15T20:32:53.210910] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-15T20:32:53.210941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-15T20:32:53.221895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-15T20:32:53.222200] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-15T20:32:53.222984] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-15T20:32:53.223034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:53.223066] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:53.223092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:53.223152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:53.280032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:53.280855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:53.280932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:53.280963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:53.403034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:53.403184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:53.403223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:53.403253] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:53.406661] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=61.14%)
[2025-12-15T20:32:53.406932] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-15T20:32:53.407055] [INFO ] [sig       ] TEVA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:53.552191] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TEVA.txt
[2025-12-15T20:32:53.552317] [INFO ] [sig       ] [3137/3591] Completed TEVA in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:53.552357] [INFO ] [sig       ] [3138/3591] Forecasting TEX...
[2025-12-15T20:32:53.552386] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-15T20:32:53.552417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-15T20:32:53.562690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-15T20:32:53.562996] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-15T20:32:53.563764] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-15T20:32:53.563825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:53.563863] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:53.563896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:53.563958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:53.623697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:53.624383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:53.624463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:53.624497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:53.752560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:53.752720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:53.752774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:53.752803] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:53.756038] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-15T20:32:53.756303] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-15T20:32:53.756421] [INFO ] [sig       ] TEX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:53.900403] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TEX.txt
[2025-12-15T20:32:53.900539] [INFO ] [sig       ] [3138/3591] Completed TEX in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:53.900603] [INFO ] [sig       ] [3139/3591] Forecasting TFC...
[2025-12-15T20:32:53.900637] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-15T20:32:53.900669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-15T20:32:53.910317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-15T20:32:53.910634] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-15T20:32:53.911369] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-15T20:32:53.911420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:53.911451] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:53.911477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:53.911534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:53.967886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:53.968502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:53.968595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:53.968630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:54.091841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:54.091961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:54.091999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:54.092027] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:54.095265] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-12-15T20:32:54.095528] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-15T20:32:54.095665] [INFO ] [sig       ] TFC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:54.238559] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TFC.txt
[2025-12-15T20:32:54.238718] [INFO ] [sig       ] [3139/3591] Completed TFC in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:54.238759] [INFO ] [sig       ] [3140/3591] Forecasting TFII...
[2025-12-15T20:32:54.238789] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-15T20:32:54.238819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-15T20:32:54.248760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-15T20:32:54.249082] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-15T20:32:54.249840] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-15T20:32:54.249890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:54.249920] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:54.249947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:54.250002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:54.305906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:54.306640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:54.306745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:54.306778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:54.420756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:54.420903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:54.420942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:54.420970] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:54.424310] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2025-12-15T20:32:54.424592] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-15T20:32:54.424724] [INFO ] [sig       ] TFII: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:54.567112] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TFII.txt
[2025-12-15T20:32:54.567246] [INFO ] [sig       ] [3140/3591] Completed TFII in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:54.567293] [INFO ] [sig       ] [3141/3591] Forecasting TFIN...
[2025-12-15T20:32:54.567331] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-15T20:32:54.567367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-15T20:32:54.577383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-15T20:32:54.577716] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-15T20:32:54.578465] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-15T20:32:54.578515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:54.578547] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:54.578591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:54.578650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:54.634835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:54.635559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:54.635654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:54.635686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:54.748781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:54.748925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:54.748963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:54.749011] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:54.752331] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-15T20:32:54.752616] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-15T20:32:54.752737] [INFO ] [sig       ] TFIN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:54.891376] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TFIN.txt
[2025-12-15T20:32:54.891502] [INFO ] [sig       ] [3141/3591] Completed TFIN in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-15T20:32:54.891542] [INFO ] [sig       ] [3142/3591] Forecasting TFPM...
[2025-12-15T20:32:54.891587] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-15T20:32:54.891620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-15T20:32:54.902011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-15T20:32:54.902322] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-15T20:32:54.903075] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-15T20:32:54.903126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:54.903170] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:54.903198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:54.903255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:54.959307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:54.960054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:54.960133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:54.960165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:55.080898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:55.081041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:55.081081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:55.081110] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:55.084514] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-15T20:32:55.084790] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-15T20:32:55.084909] [INFO ] [sig       ] TFPM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:55.223136] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TFPM.txt
[2025-12-15T20:32:55.223268] [INFO ] [sig       ] [3142/3591] Completed TFPM in 0.3s | 2.94 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-15T20:32:55.223313] [INFO ] [sig       ] [3143/3591] Forecasting TFSL...
[2025-12-15T20:32:55.223343] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-15T20:32:55.223371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-15T20:32:55.233785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-15T20:32:55.234110] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-15T20:32:55.234865] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-15T20:32:55.234915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:55.234947] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:55.234974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:55.235030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:55.292605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:55.293286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:55.293368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:55.293400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:55.412863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:55.413026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:55.413065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:55.413093] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:55.416321] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=66.78%)
[2025-12-15T20:32:55.416599] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-15T20:32:55.416718] [INFO ] [sig       ] TFSL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:55.607600] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TFSL.txt
[2025-12-15T20:32:55.607759] [INFO ] [sig       ] [3143/3591] Completed TFSL in 0.4s | 2.94 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-15T20:32:55.607799] [INFO ] [sig       ] [3144/3591] Forecasting TG...
[2025-12-15T20:32:55.607829] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-15T20:32:55.607859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-15T20:32:55.617173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-15T20:32:55.617484] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-15T20:32:55.618246] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-15T20:32:55.618298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:55.618329] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:55.618356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:55.618411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:55.674384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:55.675079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:55.675157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:55.675189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:55.793094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:55.793246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:55.793285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:55.793313] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:55.796601] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=72.64%)
[2025-12-15T20:32:55.796866] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-15T20:32:55.796988] [INFO ] [sig       ] TG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:55.941257] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TG.txt
[2025-12-15T20:32:55.941400] [INFO ] [sig       ] [3144/3591] Completed TG in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:55.941441] [INFO ] [sig       ] [3145/3591] Forecasting TGLS...
[2025-12-15T20:32:55.941473] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-15T20:32:55.941510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-15T20:32:55.951642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-15T20:32:55.951956] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-15T20:32:55.952741] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-15T20:32:55.952793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:55.952825] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:55.952853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:55.952909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:56.009461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:56.010109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:56.010189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:56.010223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:56.127901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:56.128000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:56.128039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:56.128068] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:56.131440] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=84.62%)
[2025-12-15T20:32:56.131729] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-15T20:32:56.131854] [INFO ] [sig       ] TGLS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:56.275685] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TGLS.txt
[2025-12-15T20:32:56.275817] [INFO ] [sig       ] [3145/3591] Completed TGLS in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:56.275863] [INFO ] [sig       ] [3146/3591] Forecasting TGNA...
[2025-12-15T20:32:56.275893] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-15T20:32:56.275922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-15T20:32:56.286097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-15T20:32:56.286422] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-15T20:32:56.287265] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-15T20:32:56.287317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:56.287349] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:56.287376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:56.287436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:56.344812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:56.345498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:56.345596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:56.345632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:56.463710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:56.463852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:56.463889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:56.463918] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:56.467201] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-12-15T20:32:56.467472] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-15T20:32:56.467609] [INFO ] [sig       ] TGNA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:56.611347] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TGNA.txt
[2025-12-15T20:32:56.611476] [INFO ] [sig       ] [3146/3591] Completed TGNA in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:56.611516] [INFO ] [sig       ] [3147/3591] Forecasting TGS...
[2025-12-15T20:32:56.611546] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-15T20:32:56.611591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-15T20:32:56.621304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-15T20:32:56.621633] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-15T20:32:56.622366] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-15T20:32:56.622416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:56.622473] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:56.622501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:56.622557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:56.679281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:56.679952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:56.680033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:56.680067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:56.793356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:56.793491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:56.793530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:56.793558] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:56.796932] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-15T20:32:56.797204] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-15T20:32:56.797326] [INFO ] [sig       ] TGS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:56.940222] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TGS.txt
[2025-12-15T20:32:56.940349] [INFO ] [sig       ] [3147/3591] Completed TGS in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:56.940388] [INFO ] [sig       ] [3148/3591] Forecasting TGTX...
[2025-12-15T20:32:56.940418] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-15T20:32:56.940447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-15T20:32:56.950150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-15T20:32:56.950454] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-15T20:32:56.951212] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-15T20:32:56.951262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:56.951295] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:56.951328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:56.951396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:57.009949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:57.010609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:57.010688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:57.010721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:57.132784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:57.132930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:57.132970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:57.132997] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:57.136276] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=71.71%)
[2025-12-15T20:32:57.136553] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-15T20:32:57.136693] [INFO ] [sig       ] TGTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:57.281358] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TGTX.txt
[2025-12-15T20:32:57.281491] [INFO ] [sig       ] [3148/3591] Completed TGTX in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:57.281533] [INFO ] [sig       ] [3149/3591] Forecasting TH...
[2025-12-15T20:32:57.281563] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-15T20:32:57.281612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-15T20:32:57.291071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-15T20:32:57.291377] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-15T20:32:57.292146] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-15T20:32:57.292196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:57.292228] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:57.292254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:57.292310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:57.352461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:57.353376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:57.353458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:57.353497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:57.479118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:57.479266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:57.479306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:57.479351] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:57.482783] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=31.96%)
[2025-12-15T20:32:57.483051] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-15T20:32:57.483170] [INFO ] [sig       ] TH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:57.625207] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TH.txt
[2025-12-15T20:32:57.625348] [INFO ] [sig       ] [3149/3591] Completed TH in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:57.625395] [INFO ] [sig       ] [3150/3591] Forecasting THC...
[2025-12-15T20:32:57.625430] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-15T20:32:57.625468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-15T20:32:57.635455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-15T20:32:57.635799] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-15T20:32:57.636542] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-15T20:32:57.636609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:57.636640] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:57.636667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:57.636722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:57.693864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:57.694506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:57.694615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:57.694674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:57.816668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:57.816787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:57.816825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:57.816852] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:57.820202] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-12-15T20:32:57.820479] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-15T20:32:57.820626] [INFO ] [sig       ] THC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:57.964235] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/THC.txt
[2025-12-15T20:32:57.964368] [INFO ] [sig       ] [3150/3591] Completed THC in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:57.964409] [INFO ] [sig       ] [3151/3591] Forecasting THFF...
[2025-12-15T20:32:57.964441] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-15T20:32:57.964476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-15T20:32:57.974400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-15T20:32:57.974746] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-15T20:32:57.975526] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-15T20:32:57.975604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:57.975651] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:57.975679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:57.975738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:58.034848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:58.035556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:58.035655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:58.035706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:58.157086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:58.157240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:58.157280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:58.157310] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:58.160796] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-15T20:32:58.161072] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-15T20:32:58.161196] [INFO ] [sig       ] THFF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:58.299941] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/THFF.txt
[2025-12-15T20:32:58.300198] [INFO ] [sig       ] [3151/3591] Completed THFF in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:58.300241] [INFO ] [sig       ] [3152/3591] Forecasting THG...
[2025-12-15T20:32:58.300270] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-15T20:32:58.300301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-15T20:32:58.310431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-15T20:32:58.310757] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-15T20:32:58.311517] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-15T20:32:58.311596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:58.311631] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:58.311658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:58.311714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:58.367519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:58.368137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:58.368230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:58.368263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:58.486923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:58.487073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:58.487112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:58.487140] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:58.490456] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-12-15T20:32:58.490740] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-15T20:32:58.490860] [INFO ] [sig       ] THG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:58.632286] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/THG.txt
[2025-12-15T20:32:58.632445] [INFO ] [sig       ] [3152/3591] Completed THG in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:58.632489] [INFO ] [sig       ] [3153/3591] Forecasting THO...
[2025-12-15T20:32:58.632520] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-15T20:32:58.632552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-15T20:32:58.644927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-15T20:32:58.645315] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-15T20:32:58.646107] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-15T20:32:58.646161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:58.646193] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:58.646239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:58.646295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:58.703560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:58.704420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:58.704502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:58.704535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:58.823298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:58.823455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:58.823495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:58.823526] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:58.826994] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-12-15T20:32:58.827271] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-15T20:32:58.827403] [INFO ] [sig       ] THO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:32:58.970442] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/THO.txt
[2025-12-15T20:32:58.970614] [INFO ] [sig       ] [3153/3591] Completed THO in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:58.970659] [INFO ] [sig       ] [3154/3591] Forecasting THQ...
[2025-12-15T20:32:58.970689] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-15T20:32:58.970718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-15T20:32:58.981400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-15T20:32:58.981884] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-15T20:32:58.982784] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-15T20:32:58.982841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:58.982875] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:58.982904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:58.982963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:59.042341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:59.043215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:59.043297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:59.043331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:59.164947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:59.165106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:59.165148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:59.165179] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:59.168788] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2025-12-15T20:32:59.169164] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-15T20:32:59.169309] [INFO ] [sig       ] THQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:59.311216] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/THQ.txt
[2025-12-15T20:32:59.311369] [INFO ] [sig       ] [3154/3591] Completed THQ in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:59.311415] [INFO ] [sig       ] [3155/3591] Forecasting THRM...
[2025-12-15T20:32:59.311445] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-15T20:32:59.311474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-15T20:32:59.322200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-15T20:32:59.322636] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-15T20:32:59.323422] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-15T20:32:59.323485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:59.323523] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:59.323550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:59.323626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:59.380018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:59.380917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:59.381001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:59.381035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:59.506204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:59.506355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:59.506394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:59.506422] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:59.509822] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-15T20:32:59.510099] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-15T20:32:59.510224] [INFO ] [sig       ] THRM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:59.651096] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/THRM.txt
[2025-12-15T20:32:59.651241] [INFO ] [sig       ] [3155/3591] Completed THRM in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:59.651282] [INFO ] [sig       ] [3156/3591] Forecasting THRY...
[2025-12-15T20:32:59.651311] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-15T20:32:59.651340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-15T20:32:59.661339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-15T20:32:59.661705] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-15T20:32:59.662450] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-15T20:32:59.662501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:59.662532] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:59.662557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:59.662632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:32:59.720560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:32:59.721358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:32:59.721440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:32:59.721474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:32:59.844373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:32:59.844539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:32:59.844599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:32:59.844629] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:32:59.847911] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-15T20:32:59.848173] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-15T20:32:59.848294] [INFO ] [sig       ] THRY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:32:59.985628] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/THRY.txt
[2025-12-15T20:32:59.985758] [INFO ] [sig       ] [3156/3591] Completed THRY in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:32:59.985801] [INFO ] [sig       ] [3157/3591] Forecasting THS...
[2025-12-15T20:32:59.985830] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-15T20:32:59.985866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-15T20:32:59.995729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-15T20:32:59.996042] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-15T20:32:59.996804] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-15T20:32:59.996855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:32:59.996885] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:32:59.996913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:32:59.996969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:00.052812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:00.053694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:00.053813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:00.053846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:00.178801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:00.178951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:00.179008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:00.179037] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:00.182371] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-15T20:33:00.182662] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-15T20:33:00.182787] [INFO ] [sig       ] THS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:00.322468] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/THS.txt
[2025-12-15T20:33:00.322611] [INFO ] [sig       ] [3157/3591] Completed THS in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:33:00.322651] [INFO ] [sig       ] [3158/3591] Forecasting TIGO...
[2025-12-15T20:33:00.322681] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-15T20:33:00.322711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-15T20:33:00.332360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-15T20:33:00.332683] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-15T20:33:00.333416] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-15T20:33:00.333466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:00.333497] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:00.333524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:00.333601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:00.390504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:00.391310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:00.391393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:00.391427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:00.508742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:00.508851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:00.508890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:00.508919] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:00.512242] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-12-15T20:33:00.512518] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-15T20:33:00.512663] [INFO ] [sig       ] TIGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:00.653522] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TIGO.txt
[2025-12-15T20:33:00.653688] [INFO ] [sig       ] [3158/3591] Completed TIGO in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:33:00.653731] [INFO ] [sig       ] [3159/3591] Forecasting TIL...
[2025-12-15T20:33:00.653762] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-15T20:33:00.653791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-15T20:33:00.664248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-15T20:33:00.664640] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-15T20:33:00.665387] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-15T20:33:00.665449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:00.665487] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:00.665520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:00.665610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:00.722113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:00.722945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:00.723030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:00.723063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:00.845954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:00.846084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:00.846121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:00.846149] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:00.849468] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-15T20:33:00.849784] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-15T20:33:00.849913] [INFO ] [sig       ] TIL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:00.989205] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TIL.txt
[2025-12-15T20:33:00.989350] [INFO ] [sig       ] [3159/3591] Completed TIL in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-15T20:33:00.989395] [INFO ] [sig       ] [3160/3591] Forecasting TILE...
[2025-12-15T20:33:00.989433] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-15T20:33:00.989472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-15T20:33:00.999412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-15T20:33:00.999763] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-15T20:33:01.000512] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-15T20:33:01.000562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:01.000802] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:01.000830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:01.000886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:01.063543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:01.064917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:01.065043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:01.065093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:01.203680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:01.203837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:01.203878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:01.203908] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:01.207508] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-12-15T20:33:01.207893] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-15T20:33:01.208037] [INFO ] [sig       ] TILE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:01.356368] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TILE.txt
[2025-12-15T20:33:01.356547] [INFO ] [sig       ] [3160/3591] Completed TILE in 0.4s | 2.94 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-15T20:33:01.356610] [INFO ] [sig       ] [3161/3591] Forecasting TIMB...
[2025-12-15T20:33:01.356643] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-15T20:33:01.356675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-15T20:33:01.367228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-15T20:33:01.367638] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-15T20:33:01.368421] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-15T20:33:01.368474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:01.368506] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:01.368534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:01.368610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:01.427046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:01.427954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:01.428038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:01.428072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:01.552779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:01.552935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:01.552975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:01.553007] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:01.556517] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=17.06%)
[2025-12-15T20:33:01.556839] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-15T20:33:01.556971] [INFO ] [sig       ] TIMB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:01.701977] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TIMB.txt
[2025-12-15T20:33:01.702133] [INFO ] [sig       ] [3161/3591] Completed TIMB in 0.3s | 2.94 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-15T20:33:01.702175] [INFO ] [sig       ] [3162/3591] Forecasting TITN...
[2025-12-15T20:33:01.702208] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-15T20:33:01.702239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-15T20:33:01.712758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-15T20:33:01.713077] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-15T20:33:01.713883] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-15T20:33:01.713937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:01.713970] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:01.713998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:01.714055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:01.772212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:01.773067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:01.773150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:01.773184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:01.891438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:01.891622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:01.891663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:01.891692] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:01.894948] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=78.77%)
[2025-12-15T20:33:01.895211] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-15T20:33:01.895329] [INFO ] [sig       ] TITN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:02.034323] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TITN.txt
[2025-12-15T20:33:02.034479] [INFO ] [sig       ] [3162/3591] Completed TITN in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:02.034527] [INFO ] [sig       ] [3163/3591] Forecasting TJX...
[2025-12-15T20:33:02.034564] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-15T20:33:02.034618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-15T20:33:02.044365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-15T20:33:02.044743] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-15T20:33:02.045528] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-15T20:33:02.045619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:02.045654] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:02.045681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:02.045737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:02.102290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:02.102962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:02.103041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:02.103076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:02.223007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:02.223145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:02.223184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:02.223214] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:02.226530] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=67.56%)
[2025-12-15T20:33:02.226813] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-15T20:33:02.226933] [INFO ] [sig       ] TJX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:02.365531] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TJX.txt
[2025-12-15T20:33:02.365675] [INFO ] [sig       ] [3163/3591] Completed TJX in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:02.365717] [INFO ] [sig       ] [3164/3591] Forecasting TK...
[2025-12-15T20:33:02.365746] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-15T20:33:02.365776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-15T20:33:02.375330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-15T20:33:02.375648] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-15T20:33:02.376381] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-15T20:33:02.376431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:02.376492] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:02.376523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:02.376595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:02.432846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:02.433505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:02.433603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:02.433639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:02.553930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:02.554061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:02.554102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:02.554131] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:02.557425] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-12-15T20:33:02.557746] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-15T20:33:02.557870] [INFO ] [sig       ] TK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:02.695713] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TK.txt
[2025-12-15T20:33:02.695840] [INFO ] [sig       ] [3164/3591] Completed TK in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:02.695880] [INFO ] [sig       ] [3165/3591] Forecasting TKC...
[2025-12-15T20:33:02.695910] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-15T20:33:02.695939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-15T20:33:02.705694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-15T20:33:02.706016] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-15T20:33:02.706777] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-15T20:33:02.706827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:02.706858] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:02.706885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:02.706941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:02.762665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:02.763412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:02.763491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:02.763523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:02.886078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:02.886231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:02.886270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:02.886298] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:02.889614] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2025-12-15T20:33:02.889889] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-15T20:33:02.890015] [INFO ] [sig       ] TKC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:03.028344] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TKC.txt
[2025-12-15T20:33:03.028472] [INFO ] [sig       ] [3165/3591] Completed TKC in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:03.028511] [INFO ] [sig       ] [3166/3591] Forecasting TKNO...
[2025-12-15T20:33:03.028540] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-15T20:33:03.028585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-15T20:33:03.038493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-15T20:33:03.038903] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-15T20:33:03.039730] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-15T20:33:03.039783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:03.039832] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:03.039861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:03.039919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:03.094979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:03.095746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:03.095825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:03.095857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:03.210646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:03.210796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:03.210835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:03.210864] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:03.214106] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=41.35%)
[2025-12-15T20:33:03.214367] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-15T20:33:03.214485] [INFO ] [sig       ] TKNO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:03.349744] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TKNO.txt
[2025-12-15T20:33:03.349883] [INFO ] [sig       ] [3166/3591] Completed TKNO in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:03.349923] [INFO ] [sig       ] [3167/3591] Forecasting TKO...
[2025-12-15T20:33:03.349952] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-15T20:33:03.349983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-15T20:33:03.359996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-15T20:33:03.360371] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-15T20:33:03.361219] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-15T20:33:03.361272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:03.361305] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:03.361332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:03.361390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:03.416860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:03.417818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:03.417908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:03.417941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:03.539684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:03.539835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:03.539874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:03.539952] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:03.543258] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=51.55%)
[2025-12-15T20:33:03.543525] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-15T20:33:03.543675] [INFO ] [sig       ] TKO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:03.682341] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TKO.txt
[2025-12-15T20:33:03.682468] [INFO ] [sig       ] [3167/3591] Completed TKO in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:03.682510] [INFO ] [sig       ] [3168/3591] Forecasting TLK...
[2025-12-15T20:33:03.682544] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-15T20:33:03.682591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-15T20:33:03.696982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-15T20:33:03.697513] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-15T20:33:03.698671] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-15T20:33:03.698739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:03.698789] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:03.698831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:03.698921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:03.758350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:03.759302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:03.759391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:03.759423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:03.883120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:03.883290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:03.883331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:03.883360] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:03.886787] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-12-15T20:33:03.887082] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-15T20:33:03.887213] [INFO ] [sig       ] TLK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:04.025058] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TLK.txt
[2025-12-15T20:33:04.025191] [INFO ] [sig       ] [3168/3591] Completed TLK in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:04.025231] [INFO ] [sig       ] [3169/3591] Forecasting TLS...
[2025-12-15T20:33:04.025261] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-15T20:33:04.025291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-15T20:33:04.036011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-15T20:33:04.036360] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-15T20:33:04.037201] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-15T20:33:04.037254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:04.037286] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:04.037313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:04.037371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:04.094149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:04.094881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:04.094963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:04.094997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:04.218784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:04.218939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:04.218996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:04.219035] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:04.222316] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=52.02%)
[2025-12-15T20:33:04.222602] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-15T20:33:04.222722] [INFO ] [sig       ] TLS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:04.361546] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TLS.txt
[2025-12-15T20:33:04.361728] [INFO ] [sig       ] [3169/3591] Completed TLS in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:04.361775] [INFO ] [sig       ] [3170/3591] Forecasting TLSA...
[2025-12-15T20:33:04.361806] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-15T20:33:04.361837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-15T20:33:04.372508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-15T20:33:04.372905] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-15T20:33:04.373677] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-15T20:33:04.373728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:04.373759] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:04.373786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:04.373846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:04.429245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:04.430135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:04.430224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:04.430255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:04.556894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:04.557083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:04.557146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:04.557194] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:04.561977] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-12-15T20:33:04.562370] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-15T20:33:04.562513] [INFO ] [sig       ] TLSA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:04.705652] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TLSA.txt
[2025-12-15T20:33:04.705806] [INFO ] [sig       ] [3170/3591] Completed TLSA in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:04.705847] [INFO ] [sig       ] [3171/3591] Forecasting TLSI...
[2025-12-15T20:33:04.705877] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-15T20:33:04.705906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-15T20:33:04.715524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-15T20:33:04.715941] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-15T20:33:04.716726] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-15T20:33:04.716777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:04.716808] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:04.716834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:04.716890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:04.776063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:04.776899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:04.776980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:04.777012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:04.895075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:04.895229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:04.895267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:04.895297] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:04.898617] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2025-12-15T20:33:04.898892] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-15T20:33:04.899057] [INFO ] [sig       ] TLSI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:05.038302] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TLSI.txt
[2025-12-15T20:33:05.038425] [INFO ] [sig       ] [3171/3591] Completed TLSI in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:05.038464] [INFO ] [sig       ] [3172/3591] Forecasting TLYS...
[2025-12-15T20:33:05.038494] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-15T20:33:05.038524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-15T20:33:05.050029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-15T20:33:05.050464] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-15T20:33:05.051362] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-15T20:33:05.051417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:05.051450] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:05.051477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:05.051539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:05.109287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:05.110181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:05.110269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:05.110302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:05.230285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:05.230448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:05.230489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:05.230527] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:05.233994] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-12-15T20:33:05.234298] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-15T20:33:05.234433] [INFO ] [sig       ] TLYS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:05.374051] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TLYS.txt
[2025-12-15T20:33:05.374204] [INFO ] [sig       ] [3172/3591] Completed TLYS in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:05.374244] [INFO ] [sig       ] [3173/3591] Forecasting TM...
[2025-12-15T20:33:05.374275] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-15T20:33:05.374305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-15T20:33:05.384867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-15T20:33:05.385263] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-15T20:33:05.386065] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-15T20:33:05.386117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:05.386148] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:05.386175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:05.386231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:05.442411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:05.443286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:05.443373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:05.443405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:05.566319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:05.566478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:05.566525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:05.566602] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:05.570057] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-15T20:33:05.570351] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-15T20:33:05.570481] [INFO ] [sig       ] TM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:05.710606] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TM.txt
[2025-12-15T20:33:05.710740] [INFO ] [sig       ] [3173/3591] Completed TM in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:05.710779] [INFO ] [sig       ] [3174/3591] Forecasting TMC...
[2025-12-15T20:33:05.710809] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-15T20:33:05.710838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-15T20:33:05.721480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-15T20:33:05.721921] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-15T20:33:05.722804] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-15T20:33:05.722857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:05.722889] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:05.722916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:05.722973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:05.782270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:05.783126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:05.783242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:05.783276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:05.901349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:05.901500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:05.901540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:05.901585] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:05.905275] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-15T20:33:05.905632] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-15T20:33:05.905800] [INFO ] [sig       ] TMC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:06.048795] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TMC.txt
[2025-12-15T20:33:06.048955] [INFO ] [sig       ] [3174/3591] Completed TMC in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:06.049014] [INFO ] [sig       ] [3175/3591] Forecasting TMCI...
[2025-12-15T20:33:06.049044] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-15T20:33:06.049075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-15T20:33:06.059445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-15T20:33:06.059885] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-15T20:33:06.060754] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-15T20:33:06.060811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:06.060843] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:06.060870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:06.060926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:06.117982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:06.118866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:06.118990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:06.119028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:06.246353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:06.246511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:06.246550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:06.246600] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:06.249998] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=86.27%)
[2025-12-15T20:33:06.250298] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-15T20:33:06.250425] [INFO ] [sig       ] TMCI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:06.392086] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TMCI.txt
[2025-12-15T20:33:06.392239] [INFO ] [sig       ] [3175/3591] Completed TMCI in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:06.392280] [INFO ] [sig       ] [3176/3591] Forecasting TMDX...
[2025-12-15T20:33:06.392311] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-15T20:33:06.392339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-15T20:33:06.405089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-15T20:33:06.405646] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-15T20:33:06.406777] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-15T20:33:06.406846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:06.406890] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:06.406929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:06.407011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:06.474483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:06.475339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:06.475421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:06.475454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:06.597305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:06.597475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:06.597526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:06.597562] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:06.601901] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-15T20:33:06.602197] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-15T20:33:06.602329] [INFO ] [sig       ] TMDX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:06.745261] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TMDX.txt
[2025-12-15T20:33:06.745412] [INFO ] [sig       ] [3176/3591] Completed TMDX in 0.4s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:06.745452] [INFO ] [sig       ] [3177/3591] Forecasting TME...
[2025-12-15T20:33:06.745484] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-15T20:33:06.745514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-15T20:33:06.755793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-15T20:33:06.756141] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-15T20:33:06.756912] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-15T20:33:06.756963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:06.756995] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:06.757036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:06.757099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:06.813353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:06.814206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:06.814292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:06.814325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:06.936384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:06.936535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:06.936596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:06.936629] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:06.939988] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-12-15T20:33:06.940259] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-15T20:33:06.940384] [INFO ] [sig       ] TME: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:07.077898] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TME.txt
[2025-12-15T20:33:07.078061] [INFO ] [sig       ] [3177/3591] Completed TME in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-15T20:33:07.078102] [INFO ] [sig       ] [3178/3591] Forecasting TMHC...
[2025-12-15T20:33:07.078134] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-15T20:33:07.078163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-15T20:33:07.088169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-15T20:33:07.088511] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-15T20:33:07.089312] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-15T20:33:07.089363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:07.089394] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:07.089420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:07.089476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:07.144917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:07.145795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:07.145876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:07.145908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:07.266935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:07.267091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:07.267130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:07.267159] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:07.270640] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-12-15T20:33:07.270934] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-15T20:33:07.271062] [INFO ] [sig       ] TMHC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:07.423778] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TMHC.txt
[2025-12-15T20:33:07.423928] [INFO ] [sig       ] [3178/3591] Completed TMHC in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-15T20:33:07.423970] [INFO ] [sig       ] [3179/3591] Forecasting TMUS...
[2025-12-15T20:33:07.423999] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-15T20:33:07.424028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-15T20:33:07.434271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-15T20:33:07.434687] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-15T20:33:07.435520] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-15T20:33:07.435595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:07.435635] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:07.435664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:07.435723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:07.492152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:07.492940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:07.493025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:07.493060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:07.619869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:07.620048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:07.620088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:07.620117] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:07.623380] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=56.41%)
[2025-12-15T20:33:07.623753] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-15T20:33:07.623901] [INFO ] [sig       ] TMUS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:07.761321] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TMUS.txt
[2025-12-15T20:33:07.761470] [INFO ] [sig       ] [3179/3591] Completed TMUS in 0.3s | 2.94 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-15T20:33:07.761514] [INFO ] [sig       ] [3180/3591] Forecasting TNC...
[2025-12-15T20:33:07.761546] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-15T20:33:07.761597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-15T20:33:07.771488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-15T20:33:07.771888] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-15T20:33:07.772741] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-15T20:33:07.772794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:07.772827] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:07.772855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:07.772911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:07.828329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:07.829198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:07.829283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:07.829315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:07.947065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:07.947221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:07.947260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:07.947290] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:07.950670] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=50.60%)
[2025-12-15T20:33:07.950973] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-15T20:33:07.951102] [INFO ] [sig       ] TNC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:08.089632] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TNC.txt
[2025-12-15T20:33:08.089792] [INFO ] [sig       ] [3180/3591] Completed TNC in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:08.089834] [INFO ] [sig       ] [3181/3591] Forecasting TNDM...
[2025-12-15T20:33:08.089864] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-15T20:33:08.089900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-15T20:33:08.100206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-15T20:33:08.100634] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-15T20:33:08.101477] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-15T20:33:08.101529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:08.101634] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:08.101682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:08.101758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:08.160059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:08.160964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:08.161051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:08.161085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:08.294255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:08.294413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:08.294453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:08.294482] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:08.298095] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-12-15T20:33:08.298409] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-15T20:33:08.298543] [INFO ] [sig       ] TNDM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:08.437124] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TNDM.txt
[2025-12-15T20:33:08.437253] [INFO ] [sig       ] [3181/3591] Completed TNDM in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:08.437292] [INFO ] [sig       ] [3182/3591] Forecasting TNGX...
[2025-12-15T20:33:08.437323] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-15T20:33:08.437352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-15T20:33:08.447144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-15T20:33:08.447458] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-15T20:33:08.448248] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-15T20:33:08.448300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:08.448332] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:08.448358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:08.448416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:08.504032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:08.504655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:08.504733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:08.504765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:08.627171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:08.627321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:08.627361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:08.627390] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:08.630702] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-15T20:33:08.630966] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-15T20:33:08.631089] [INFO ] [sig       ] TNGX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:08.779287] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TNGX.txt
[2025-12-15T20:33:08.779422] [INFO ] [sig       ] [3182/3591] Completed TNGX in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:08.779461] [INFO ] [sig       ] [3183/3591] Forecasting TNK...
[2025-12-15T20:33:08.779491] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-15T20:33:08.779520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-15T20:33:08.789608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-15T20:33:08.789916] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-15T20:33:08.790686] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-15T20:33:08.790736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:08.790768] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:08.790793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:08.790848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:08.845443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:08.846051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:08.846127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:08.846160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:08.965226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:08.965378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:08.965418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:08.965447] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:08.968737] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-15T20:33:08.969029] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-15T20:33:08.969152] [INFO ] [sig       ] TNK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:09.109664] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TNK.txt
[2025-12-15T20:33:09.109821] [INFO ] [sig       ] [3183/3591] Completed TNK in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:09.109865] [INFO ] [sig       ] [3184/3591] Forecasting TNL...
[2025-12-15T20:33:09.109897] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-15T20:33:09.109930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-15T20:33:09.121542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-15T20:33:09.121980] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-15T20:33:09.122898] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-15T20:33:09.122966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:09.123008] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:09.123036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:09.123093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:09.182028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:09.182855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:09.182939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:09.182974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:09.318425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:09.318605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:09.318649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:09.318720] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:09.322346] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-15T20:33:09.322649] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-15T20:33:09.322781] [INFO ] [sig       ] TNL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:09.469392] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TNL.txt
[2025-12-15T20:33:09.469542] [INFO ] [sig       ] [3184/3591] Completed TNL in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:09.469603] [INFO ] [sig       ] [3185/3591] Forecasting TNON...
[2025-12-15T20:33:09.469637] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-15T20:33:09.469681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-15T20:33:09.481464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-15T20:33:09.481876] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-15T20:33:09.482970] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-15T20:33:09.483261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:09.483306] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:09.483337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:09.483459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:09.554809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:09.556117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:09.556230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:09.556270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:09.685278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:09.685525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:09.685588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:09.685619] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:09.689517] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-15T20:33:09.689918] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-15T20:33:09.690068] [INFO ] [sig       ] TNON: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:09.837266] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TNON.txt
[2025-12-15T20:33:09.837469] [INFO ] [sig       ] [3185/3591] Completed TNON in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:09.837515] [INFO ] [sig       ] [3186/3591] Forecasting TNXP...
[2025-12-15T20:33:09.837545] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-15T20:33:09.837593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-15T20:33:09.850161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-15T20:33:09.850715] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-15T20:33:09.851684] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-15T20:33:09.851754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:09.851795] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:09.851827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:09.851888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:09.912791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:09.913789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:09.913883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:09.913917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:10.036457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:10.036657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:10.036698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:10.036726] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:10.040219] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-15T20:33:10.040538] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-15T20:33:10.040691] [INFO ] [sig       ] TNXP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:10.180118] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TNXP.txt
[2025-12-15T20:33:10.180247] [INFO ] [sig       ] [3186/3591] Completed TNXP in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:10.180287] [INFO ] [sig       ] [3187/3591] Forecasting TOI...
[2025-12-15T20:33:10.180317] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-15T20:33:10.180347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-15T20:33:10.192751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-15T20:33:10.193352] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-15T20:33:10.194345] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-15T20:33:10.194402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:10.194435] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:10.194463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:10.194625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:10.252724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:10.254182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:10.254284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:10.254319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:10.392660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:10.392899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:10.392946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:10.392975] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:10.397013] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=82.22%)
[2025-12-15T20:33:10.397339] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-15T20:33:10.397481] [INFO ] [sig       ] TOI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:10.539003] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TOI.txt
[2025-12-15T20:33:10.539208] [INFO ] [sig       ] [3187/3591] Completed TOI in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:10.539255] [INFO ] [sig       ] [3188/3591] Forecasting TOL...
[2025-12-15T20:33:10.539291] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-15T20:33:10.539328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-15T20:33:10.551298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-15T20:33:10.551837] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-15T20:33:10.552725] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-15T20:33:10.552776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:10.552809] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:10.552836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:10.552895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:10.611113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:10.612119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:10.612220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:10.612260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:10.735938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:10.736171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:10.736220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:10.736250] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:10.740207] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=45.40%)
[2025-12-15T20:33:10.740518] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-15T20:33:10.740675] [INFO ] [sig       ] TOL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:10.884765] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TOL.txt
[2025-12-15T20:33:10.884951] [INFO ] [sig       ] [3188/3591] Completed TOL in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:10.884995] [INFO ] [sig       ] [3189/3591] Forecasting TORO...
[2025-12-15T20:33:10.885024] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-15T20:33:10.885057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-15T20:33:10.897005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-15T20:33:10.897562] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-15T20:33:10.898470] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-15T20:33:10.898525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:10.898557] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:10.898611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:10.898673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:10.956478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:10.957470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:10.957588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:10.957626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:11.080178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:11.080407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:11.080456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:11.080491] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:11.084400] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-12-15T20:33:11.084762] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-15T20:33:11.084907] [INFO ] [sig       ] TORO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:11.229033] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TORO.txt
[2025-12-15T20:33:11.229424] [INFO ] [sig       ] [3189/3591] Completed TORO in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:11.229477] [INFO ] [sig       ] [3190/3591] Forecasting TOWN...
[2025-12-15T20:33:11.229509] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-15T20:33:11.229541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-15T20:33:11.241716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-15T20:33:11.242309] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-15T20:33:11.243246] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-15T20:33:11.243328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:11.243362] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:11.243393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:11.243456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:11.301863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:11.302943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:11.303044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:11.303079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:11.429313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:11.429601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:11.429676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:11.429717] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:11.433853] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=47.77%)
[2025-12-15T20:33:11.434194] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-15T20:33:11.434341] [INFO ] [sig       ] TOWN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:11.578143] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TOWN.txt
[2025-12-15T20:33:11.578334] [INFO ] [sig       ] [3190/3591] Completed TOWN in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:11.578378] [INFO ] [sig       ] [3191/3591] Forecasting TOYO...
[2025-12-15T20:33:11.578409] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-15T20:33:11.578439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-15T20:33:11.590739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-15T20:33:11.591273] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-15T20:33:11.592122] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-15T20:33:11.592174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:11.592205] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:11.592233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:11.592290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:11.651070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:11.652048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:11.652175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:11.652209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:11.768070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:11.768236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:11.768277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:11.768305] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:11.771704] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2025-12-15T20:33:11.771974] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-15T20:33:11.772100] [INFO ] [sig       ] TOYO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:11.931595] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TOYO.txt
[2025-12-15T20:33:11.931771] [INFO ] [sig       ] [3191/3591] Completed TOYO in 0.4s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:11.931817] [INFO ] [sig       ] [3192/3591] Forecasting TPB...
[2025-12-15T20:33:11.931849] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-15T20:33:11.931885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-15T20:33:11.942749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-15T20:33:11.943133] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-15T20:33:11.943931] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-15T20:33:11.943983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:11.944014] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:11.944040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:11.944099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:11.998855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:11.999695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:11.999791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:11.999831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:12.116733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:12.116864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:12.116902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:12.116929] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:12.120242] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-12-15T20:33:12.120509] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-15T20:33:12.120647] [INFO ] [sig       ] TPB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:12.256382] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TPB.txt
[2025-12-15T20:33:12.256506] [INFO ] [sig       ] [3192/3591] Completed TPB in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:12.256545] [INFO ] [sig       ] [3193/3591] Forecasting TPC...
[2025-12-15T20:33:12.256590] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-15T20:33:12.256622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-15T20:33:12.266053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-15T20:33:12.266370] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-15T20:33:12.267131] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-15T20:33:12.267181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:12.267212] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:12.267237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:12.267292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:12.322617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:12.323285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:12.323364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:12.323396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:12.441965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:12.442127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:12.442169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:12.442199] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:12.445520] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-15T20:33:12.445805] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-15T20:33:12.445923] [INFO ] [sig       ] TPC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:12.586810] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TPC.txt
[2025-12-15T20:33:12.586948] [INFO ] [sig       ] [3193/3591] Completed TPC in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:12.586995] [INFO ] [sig       ] [3194/3591] Forecasting TPG...
[2025-12-15T20:33:12.587026] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-15T20:33:12.587055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-15T20:33:12.597398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-15T20:33:12.597775] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-15T20:33:12.598551] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-15T20:33:12.598623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:12.598659] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:12.598687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:12.598751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:12.656302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:12.657043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:12.657123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:12.657157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:12.787949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:12.788115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:12.788158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:12.788187] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:12.791770] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=18.34%)
[2025-12-15T20:33:12.792071] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-15T20:33:12.792204] [INFO ] [sig       ] TPG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:12.933080] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TPG.txt
[2025-12-15T20:33:12.933285] [INFO ] [sig       ] [3194/3591] Completed TPG in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-15T20:33:12.933327] [INFO ] [sig       ] [3195/3591] Forecasting TPGXL...
[2025-12-15T20:33:12.933360] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-15T20:33:12.933391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-15T20:33:12.943612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-15T20:33:12.943941] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-15T20:33:12.944734] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-15T20:33:12.944798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:12.944838] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:12.944869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:12.944926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:13.003240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:13.004089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:13.004172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:13.004207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:13.117846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:13.118001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:13.118042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:13.118070] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:13.121505] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2025-12-15T20:33:13.121813] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-15T20:33:13.121932] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:13.258942] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TPGXL.txt
[2025-12-15T20:33:13.259082] [INFO ] [sig       ] [3195/3591] Completed TPGXL in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-15T20:33:13.259994] [INFO ] [sig       ] [3196/3591] Forecasting TPH...
[2025-12-15T20:33:13.260032] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-15T20:33:13.260062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-15T20:33:13.270737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-15T20:33:13.271072] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-15T20:33:13.271850] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-15T20:33:13.271900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:13.271932] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:13.271958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:13.272013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:13.328520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:13.329315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:13.329398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:13.329432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:13.446755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:13.446914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:13.446953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:13.446981] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:13.450299] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-15T20:33:13.450566] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-15T20:33:13.450704] [INFO ] [sig       ] TPH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:13.591670] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TPH.txt
[2025-12-15T20:33:13.591805] [INFO ] [sig       ] [3196/3591] Completed TPH in 0.3s | 2.94 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-15T20:33:13.591845] [INFO ] [sig       ] [3197/3591] Forecasting TPL...
[2025-12-15T20:33:13.591874] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-15T20:33:13.591904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-15T20:33:13.602796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-15T20:33:13.603176] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-15T20:33:13.603963] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-15T20:33:13.604013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:13.604046] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:13.604072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:13.604128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:13.664002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:13.664966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:13.665060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:13.665094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:13.784790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:13.784951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:13.785009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:13.785039] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:13.788449] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-12-15T20:33:13.788737] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-15T20:33:13.788858] [INFO ] [sig       ] TPL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:13.930804] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TPL.txt
[2025-12-15T20:33:13.930970] [INFO ] [sig       ] [3197/3591] Completed TPL in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:13.931011] [INFO ] [sig       ] [3198/3591] Forecasting TPVG...
[2025-12-15T20:33:13.931042] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-15T20:33:13.931071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-15T20:33:13.941438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-15T20:33:13.941806] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-15T20:33:13.942542] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-15T20:33:13.942617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:13.942684] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:13.942712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:13.942771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:13.999120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:13.999953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:14.000039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:14.000074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:14.121715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:14.121874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:14.121914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:14.121942] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:14.125631] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=81.78%)
[2025-12-15T20:33:14.125895] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-15T20:33:14.126016] [INFO ] [sig       ] TPVG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:14.263686] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TPVG.txt
[2025-12-15T20:33:14.263833] [INFO ] [sig       ] [3198/3591] Completed TPVG in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:14.263881] [INFO ] [sig       ] [3199/3591] Forecasting TPYP...
[2025-12-15T20:33:14.263918] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-15T20:33:14.263949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-15T20:33:14.274007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-15T20:33:14.274355] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-15T20:33:14.275171] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-15T20:33:14.275224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:14.275256] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:14.275284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:14.275341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:14.331638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:14.332454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:14.332538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:14.332570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:14.448736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:14.448895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:14.448936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:14.448965] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:14.452344] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-15T20:33:14.452634] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-15T20:33:14.452779] [INFO ] [sig       ] TPYP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:14.589715] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TPYP.txt
[2025-12-15T20:33:14.589856] [INFO ] [sig       ] [3199/3591] Completed TPYP in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:14.589896] [INFO ] [sig       ] [3200/3591] Forecasting TPZ...
[2025-12-15T20:33:14.589926] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-15T20:33:14.589954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-15T20:33:14.599786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-15T20:33:14.600135] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-15T20:33:14.600953] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-15T20:33:14.601005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:14.601038] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:14.601066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:14.601123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:14.656251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:14.656941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:14.657017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:14.657049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:14.765351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:14.765488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:14.765528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:14.765557] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:14.768921] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-12-15T20:33:14.769215] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-15T20:33:14.769341] [INFO ] [sig       ] TPZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:14.906559] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TPZ.txt
[2025-12-15T20:33:14.906718] [INFO ] [sig       ] [3200/3591] Completed TPZ in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:14.906758] [INFO ] [sig       ] [3201/3591] Forecasting TQQQ...
[2025-12-15T20:33:14.906787] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-15T20:33:14.906817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-15T20:33:14.916688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-15T20:33:14.917030] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-15T20:33:14.917805] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-15T20:33:14.917857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:14.917904] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:14.917932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:14.917996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:14.973158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:14.973895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:14.973978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:14.974012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:15.098404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:15.098556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:15.098614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:15.098672] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:15.102057] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-15T20:33:15.102322] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-15T20:33:15.102442] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:15.240222] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TQQQ.txt
[2025-12-15T20:33:15.240346] [INFO ] [sig       ] [3201/3591] Completed TQQQ in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:15.240385] [INFO ] [sig       ] [3202/3591] Forecasting TRC...
[2025-12-15T20:33:15.240417] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-15T20:33:15.240447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-15T20:33:15.251284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-15T20:33:15.251662] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-15T20:33:15.252451] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-15T20:33:15.252503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:15.252534] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:15.252560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:15.252636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:15.309524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:15.310368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:15.310454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:15.310488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:15.429914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:15.430071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:15.430110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:15.430138] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:15.433441] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-15T20:33:15.433723] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-15T20:33:15.433844] [INFO ] [sig       ] TRC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:15.570921] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRC.txt
[2025-12-15T20:33:15.571070] [INFO ] [sig       ] [3202/3591] Completed TRC in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:15.571118] [INFO ] [sig       ] [3203/3591] Forecasting TRDA...
[2025-12-15T20:33:15.571150] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-15T20:33:15.571180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-15T20:33:15.581972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-15T20:33:15.582390] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-15T20:33:15.583182] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-15T20:33:15.583256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:15.583288] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:15.583314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:15.583370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:15.641112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:15.642021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:15.642105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:15.642137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:15.765133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:15.765297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:15.765337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:15.765368] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:15.768761] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-15T20:33:15.769060] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-15T20:33:15.769188] [INFO ] [sig       ] TRDA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:15.911749] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TRDA.txt
[2025-12-15T20:33:15.911898] [INFO ] [sig       ] [3203/3591] Completed TRDA in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:15.911937] [INFO ] [sig       ] [3204/3591] Forecasting TREE...
[2025-12-15T20:33:15.911967] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-15T20:33:15.912176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-15T20:33:15.922437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-15T20:33:15.922783] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-15T20:33:15.923519] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-15T20:33:15.923569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:15.923629] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:15.923656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:15.923712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:15.980873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:15.981557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:15.981655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:15.981687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:16.104894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:16.105057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:16.105096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:16.105123] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:16.108423] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=53.09%)
[2025-12-15T20:33:16.108704] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-15T20:33:16.108824] [INFO ] [sig       ] TREE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:16.247095] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TREE.txt
[2025-12-15T20:33:16.247230] [INFO ] [sig       ] [3204/3591] Completed TREE in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:16.247271] [INFO ] [sig       ] [3205/3591] Forecasting TREX...
[2025-12-15T20:33:16.247307] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-15T20:33:16.247337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-15T20:33:16.257258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-15T20:33:16.257616] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-15T20:33:16.258358] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-15T20:33:16.258409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:16.258441] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:16.258468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:16.258524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:16.314345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:16.315177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:16.315259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:16.315294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:16.442178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:16.442342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:16.442381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:16.442409] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:16.445722] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-15T20:33:16.445986] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-15T20:33:16.446106] [INFO ] [sig       ] TREX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:16.605550] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TREX.txt
[2025-12-15T20:33:16.605873] [INFO ] [sig       ] [3205/3591] Completed TREX in 0.4s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:16.605937] [INFO ] [sig       ] [3206/3591] Forecasting TRGP...
[2025-12-15T20:33:16.605980] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-15T20:33:16.606021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-15T20:33:16.622050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-15T20:33:16.622701] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-15T20:33:16.623873] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-15T20:33:16.623939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:16.623987] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:16.624023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:16.624102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:16.687015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:16.688038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:16.688130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:16.688163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:16.804858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:16.805002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:16.805043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:16.805070] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:16.808456] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-15T20:33:16.808745] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-15T20:33:16.808869] [INFO ] [sig       ] TRGP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:16.944736] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TRGP.txt
[2025-12-15T20:33:16.944873] [INFO ] [sig       ] [3206/3591] Completed TRGP in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:16.944914] [INFO ] [sig       ] [3207/3591] Forecasting TRI...
[2025-12-15T20:33:16.944945] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-15T20:33:16.944980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-15T20:33:16.954881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-15T20:33:16.955207] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-15T20:33:16.955981] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-15T20:33:16.956033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:16.956064] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:16.956090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:16.956146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:17.012449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:17.013424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:17.013512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:17.013544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:17.137379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:17.137535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:17.137591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:17.137624] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:17.140934] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-15T20:33:17.141204] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-15T20:33:17.141329] [INFO ] [sig       ] TRI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:17.280344] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRI.txt
[2025-12-15T20:33:17.280484] [INFO ] [sig       ] [3207/3591] Completed TRI in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:17.280527] [INFO ] [sig       ] [3208/3591] Forecasting TRIN...
[2025-12-15T20:33:17.280558] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-15T20:33:17.280609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-15T20:33:17.291033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-15T20:33:17.291390] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-15T20:33:17.292199] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-15T20:33:17.292250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:17.292282] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:17.292310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:17.292366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:17.350727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:17.351631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:17.351750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:17.351784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:17.489117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:17.489282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:17.489325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:17.489371] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:17.492760] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-15T20:33:17.493036] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-15T20:33:17.493160] [INFO ] [sig       ] TRIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:17.630250] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRIN.txt
[2025-12-15T20:33:17.630430] [INFO ] [sig       ] [3208/3591] Completed TRIN in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:17.630484] [INFO ] [sig       ] [3209/3591] Forecasting TRIP...
[2025-12-15T20:33:17.630517] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-15T20:33:17.630547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-15T20:33:17.642627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-15T20:33:17.643145] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-15T20:33:17.644180] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-15T20:33:17.644243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:17.644284] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:17.644319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:17.644397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:17.704339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:17.705231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:17.705315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:17.705348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:17.823754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:17.823919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:17.823965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:17.823998] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:17.827321] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-15T20:33:17.827608] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-15T20:33:17.827730] [INFO ] [sig       ] TRIP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:17.965369] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRIP.txt
[2025-12-15T20:33:17.965499] [INFO ] [sig       ] [3209/3591] Completed TRIP in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:17.965537] [INFO ] [sig       ] [3210/3591] Forecasting TRMB...
[2025-12-15T20:33:17.965566] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-15T20:33:17.965615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-15T20:33:17.974902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-15T20:33:17.975208] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-15T20:33:17.975961] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-15T20:33:17.976011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:17.976041] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:17.976067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:17.976122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:18.031556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:18.032260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:18.032352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:18.032385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:18.168264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:18.168417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:18.168457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:18.168487] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:18.172056] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-12-15T20:33:18.172325] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-15T20:33:18.172448] [INFO ] [sig       ] TRMB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:18.318498] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRMB.txt
[2025-12-15T20:33:18.318637] [INFO ] [sig       ] [3210/3591] Completed TRMB in 0.4s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:18.318679] [INFO ] [sig       ] [3211/3591] Forecasting TRMD...
[2025-12-15T20:33:18.318708] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-15T20:33:18.318736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-15T20:33:18.329021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-15T20:33:18.329369] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-15T20:33:18.330165] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-15T20:33:18.330215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:18.330247] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:18.330274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:18.330330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:18.386182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:18.386838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:18.386914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:18.386946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:18.502934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:18.503082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:18.503121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:18.503150] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:18.506413] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-15T20:33:18.506697] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-15T20:33:18.506817] [INFO ] [sig       ] TRMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:18.645925] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRMD.txt
[2025-12-15T20:33:18.646064] [INFO ] [sig       ] [3211/3591] Completed TRMD in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:18.646104] [INFO ] [sig       ] [3212/3591] Forecasting TRMK...
[2025-12-15T20:33:18.646135] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-15T20:33:18.646164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-15T20:33:18.655527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-15T20:33:18.655859] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-15T20:33:18.656623] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-15T20:33:18.656672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:18.656704] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:18.656745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:18.656806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:18.712966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:18.713592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:18.713669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:18.713701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:18.825726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:18.825879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:18.825921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:18.825949] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:18.829235] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-12-15T20:33:18.829500] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-15T20:33:18.829638] [INFO ] [sig       ] TRMK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:18.970858] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TRMK.txt
[2025-12-15T20:33:18.971009] [INFO ] [sig       ] [3212/3591] Completed TRMK in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-15T20:33:18.971058] [INFO ] [sig       ] [3213/3591] Forecasting TRN...
[2025-12-15T20:33:18.971089] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-15T20:33:18.971118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-15T20:33:18.984268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-15T20:33:18.984768] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-15T20:33:18.985751] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-15T20:33:18.985810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:18.985848] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:18.985881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:18.985956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:19.047275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:19.048213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:19.048299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:19.048334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:19.168252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:19.168427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:19.168469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:19.168499] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:19.172024] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-12-15T20:33:19.172314] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-15T20:33:19.172444] [INFO ] [sig       ] TRN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:19.313273] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TRN.txt
[2025-12-15T20:33:19.313431] [INFO ] [sig       ] [3213/3591] Completed TRN in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-15T20:33:19.313476] [INFO ] [sig       ] [3214/3591] Forecasting TRNO...
[2025-12-15T20:33:19.313508] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-15T20:33:19.313539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-15T20:33:19.324020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-15T20:33:19.324409] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-15T20:33:19.325212] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-15T20:33:19.325265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:19.325296] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:19.325322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:19.325378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:19.382246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:19.382985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:19.383065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:19.383097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:19.498595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:19.498738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:19.498777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:19.498809] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:19.502093] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-15T20:33:19.502355] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-15T20:33:19.502484] [INFO ] [sig       ] TRNO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:19.641023] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TRNO.txt
[2025-12-15T20:33:19.641176] [INFO ] [sig       ] [3214/3591] Completed TRNO in 0.3s | 2.94 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-15T20:33:19.641219] [INFO ] [sig       ] [3215/3591] Forecasting TRNS...
[2025-12-15T20:33:19.641249] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-15T20:33:19.641278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-15T20:33:19.651717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-15T20:33:19.652073] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-15T20:33:19.652842] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-15T20:33:19.652896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:19.652955] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:19.652984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:19.653041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:19.708735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:19.709454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:19.709535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:19.709566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:19.826287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:19.826407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:19.826444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:19.826471] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:19.829645] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2025-12-15T20:33:19.829922] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-15T20:33:19.830062] [INFO ] [sig       ] TRNS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:19.965807] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRNS.txt
[2025-12-15T20:33:19.965916] [INFO ] [sig       ] [3215/3591] Completed TRNS in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:19.965954] [INFO ] [sig       ] [3216/3591] Forecasting TROX...
[2025-12-15T20:33:19.965982] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-15T20:33:19.966017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-15T20:33:19.976972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-15T20:33:19.977355] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-15T20:33:19.978212] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-15T20:33:19.978262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:19.978293] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:19.978319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:19.978376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:20.035460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:20.036359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:20.036446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:20.036478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:20.151814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:20.151990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:20.152030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:20.152058] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:20.155760] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2025-12-15T20:33:20.156105] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-15T20:33:20.156241] [INFO ] [sig       ] TROX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:20.302541] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TROX.txt
[2025-12-15T20:33:20.302716] [INFO ] [sig       ] [3216/3591] Completed TROX in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:20.302759] [INFO ] [sig       ] [3217/3591] Forecasting TRP...
[2025-12-15T20:33:20.302788] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-15T20:33:20.302817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-15T20:33:20.312156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-15T20:33:20.312537] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-15T20:33:20.313330] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-15T20:33:20.313382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:20.313414] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:20.313441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:20.313497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:20.371421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:20.372388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:20.372504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:20.372538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:20.490067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:20.490228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:20.490267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:20.490294] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:20.493547] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-15T20:33:20.493830] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-15T20:33:20.493961] [INFO ] [sig       ] TRP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:20.631175] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRP.txt
[2025-12-15T20:33:20.631303] [INFO ] [sig       ] [3217/3591] Completed TRP in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:20.631349] [INFO ] [sig       ] [3218/3591] Forecasting TRS...
[2025-12-15T20:33:20.631381] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-15T20:33:20.631411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-15T20:33:20.641096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-15T20:33:20.641399] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-15T20:33:20.642171] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-15T20:33:20.642221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:20.642252] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:20.642278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:20.642333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:20.698132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:20.698850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:20.698931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:20.698964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:20.817536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:20.817706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:20.817748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:20.817804] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:20.821182] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=68.31%)
[2025-12-15T20:33:20.821457] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-15T20:33:20.821601] [INFO ] [sig       ] TRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:20.962136] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TRS.txt
[2025-12-15T20:33:20.962279] [INFO ] [sig       ] [3218/3591] Completed TRS in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:20.962320] [INFO ] [sig       ] [3219/3591] Forecasting TRTX...
[2025-12-15T20:33:20.962350] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-15T20:33:20.962380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-15T20:33:20.972776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-15T20:33:20.973125] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-15T20:33:20.973929] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-15T20:33:20.973982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:20.974014] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:20.974041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:20.974097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:21.030781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:21.031533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:21.031631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:21.031666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:21.157920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:21.158083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:21.158131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:21.158162] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:21.161776] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-15T20:33:21.162077] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-15T20:33:21.162209] [INFO ] [sig       ] TRTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:21.300003] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRTX.txt
[2025-12-15T20:33:21.300144] [INFO ] [sig       ] [3219/3591] Completed TRTX in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:21.300187] [INFO ] [sig       ] [3220/3591] Forecasting TRUE...
[2025-12-15T20:33:21.300215] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-15T20:33:21.300244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-15T20:33:21.310257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-15T20:33:21.310596] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-15T20:33:21.311360] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-15T20:33:21.311412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:21.311443] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:21.311470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:21.311527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:21.366569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:21.367320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:21.367399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:21.367430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:21.486033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:21.486189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:21.486229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:21.486257] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:21.489649] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-15T20:33:21.489939] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-15T20:33:21.490070] [INFO ] [sig       ] TRUE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:21.626636] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRUE.txt
[2025-12-15T20:33:21.626783] [INFO ] [sig       ] [3220/3591] Completed TRUE in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:21.626839] [INFO ] [sig       ] [3221/3591] Forecasting TRUP...
[2025-12-15T20:33:21.626870] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-15T20:33:21.626900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-15T20:33:21.637507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-15T20:33:21.637929] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-15T20:33:21.638753] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-15T20:33:21.638805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:21.638836] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:21.638863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:21.638919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:21.694901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:21.695786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:21.695869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:21.695901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:21.816363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:21.816523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:21.816565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:21.816616] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:21.820365] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-15T20:33:21.820749] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-15T20:33:21.820893] [INFO ] [sig       ] TRUP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:21.961835] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TRUP.txt
[2025-12-15T20:33:21.961991] [INFO ] [sig       ] [3221/3591] Completed TRUP in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:21.962033] [INFO ] [sig       ] [3222/3591] Forecasting TRVG...
[2025-12-15T20:33:21.962070] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-15T20:33:21.962101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-15T20:33:21.971812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-15T20:33:21.972116] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-15T20:33:21.972896] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-15T20:33:21.972947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:21.972978] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:21.973005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:21.973061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:22.027820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:22.028634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:22.028729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:22.028763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:22.143036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:22.143165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:22.143202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:22.143230] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:22.146419] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=83.13%)
[2025-12-15T20:33:22.146706] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-15T20:33:22.146826] [INFO ] [sig       ] TRVG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:22.283473] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TRVG.txt
[2025-12-15T20:33:22.283607] [INFO ] [sig       ] [3222/3591] Completed TRVG in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:22.283649] [INFO ] [sig       ] [3223/3591] Forecasting TS...
[2025-12-15T20:33:22.283678] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-15T20:33:22.283708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-15T20:33:22.294481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-15T20:33:22.294860] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-15T20:33:22.295696] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-15T20:33:22.295748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:22.295779] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:22.295806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:22.295878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:22.352932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:22.353588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:22.353667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:22.353700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:22.471620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:22.471786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:22.471834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:22.471863] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:22.475293] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-12-15T20:33:22.475565] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-15T20:33:22.475710] [INFO ] [sig       ] TS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:22.616959] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TS.txt
[2025-12-15T20:33:22.617120] [INFO ] [sig       ] [3223/3591] Completed TS in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:22.617160] [INFO ] [sig       ] [3224/3591] Forecasting TSBK...
[2025-12-15T20:33:22.617190] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-15T20:33:22.617220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-15T20:33:22.627032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-15T20:33:22.627377] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-15T20:33:22.628182] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-15T20:33:22.628235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:22.628266] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:22.628293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:22.628350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:22.686025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:22.686694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:22.686773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:22.686812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:22.788607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:22.788756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:22.788795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:22.788823] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:22.792261] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-15T20:33:22.792532] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-15T20:33:22.792684] [INFO ] [sig       ] TSBK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:22.932663] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TSBK.txt
[2025-12-15T20:33:22.932793] [INFO ] [sig       ] [3224/3591] Completed TSBK in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:22.932832] [INFO ] [sig       ] [3225/3591] Forecasting TSCO...
[2025-12-15T20:33:22.932862] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-15T20:33:22.932891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-15T20:33:22.942990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-15T20:33:22.943322] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-15T20:33:22.944148] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-15T20:33:22.944215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:22.944249] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:22.944277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:22.944333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:23.002834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:23.003676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:23.003788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:23.003823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:23.122095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:23.122247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:23.122287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:23.122316] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:23.125685] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2025-12-15T20:33:23.125996] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-15T20:33:23.126157] [INFO ] [sig       ] TSCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:23.264118] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TSCO.txt
[2025-12-15T20:33:23.264266] [INFO ] [sig       ] [3225/3591] Completed TSCO in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:23.264306] [INFO ] [sig       ] [3226/3591] Forecasting TSDD...
[2025-12-15T20:33:23.264336] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-15T20:33:23.264367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-15T20:33:23.279444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-15T20:33:23.279872] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-15T20:33:23.280685] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-15T20:33:23.280735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:23.280766] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:23.280793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:23.280850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:23.347042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:23.347953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:23.348075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:23.348112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:23.472196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:23.472345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:23.472384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:23.472413] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:23.475835] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-12-15T20:33:23.476113] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-15T20:33:23.476239] [INFO ] [sig       ] TSDD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:23.616779] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TSDD.txt
[2025-12-15T20:33:23.616905] [INFO ] [sig       ] [3226/3591] Completed TSDD in 0.4s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:23.616945] [INFO ] [sig       ] [3227/3591] Forecasting TSEM...
[2025-12-15T20:33:23.616973] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-15T20:33:23.617002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-15T20:33:23.626537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-15T20:33:23.626890] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-15T20:33:23.627744] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-15T20:33:23.627796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:23.627828] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:23.627855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:23.627913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:23.686156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:23.686875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:23.686964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:23.687005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:23.805730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:23.805882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:23.805934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:23.805963] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:23.809319] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2025-12-15T20:33:23.809606] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-15T20:33:23.809734] [INFO ] [sig       ] TSEM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:23.949541] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TSEM.txt
[2025-12-15T20:33:23.949691] [INFO ] [sig       ] [3227/3591] Completed TSEM in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:23.949732] [INFO ] [sig       ] [3228/3591] Forecasting TSHA...
[2025-12-15T20:33:23.949765] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-15T20:33:23.949795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-15T20:33:23.960593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-15T20:33:23.960957] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-15T20:33:23.961772] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-15T20:33:23.961822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:23.961854] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:23.961880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:23.961936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:24.018247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:24.019180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:24.019268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:24.019302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:24.142404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:24.142591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:24.142637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:24.142668] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:24.146062] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=42.95%)
[2025-12-15T20:33:24.146338] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-15T20:33:24.146461] [INFO ] [sig       ] TSHA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:24.285699] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TSHA.txt
[2025-12-15T20:33:24.285888] [INFO ] [sig       ] [3228/3591] Completed TSHA in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:24.285932] [INFO ] [sig       ] [3229/3591] Forecasting TSI...
[2025-12-15T20:33:24.285962] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-15T20:33:24.285992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-15T20:33:24.296337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-15T20:33:24.296787] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-15T20:33:24.297566] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-15T20:33:24.297645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:24.297679] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:24.297708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:24.297768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:24.356701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:24.357514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:24.357610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:24.357645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:24.476486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:24.476668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:24.476712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:24.476742] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:24.480183] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-15T20:33:24.480471] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-15T20:33:24.480630] [INFO ] [sig       ] TSI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:24.621130] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TSI.txt
[2025-12-15T20:33:24.621287] [INFO ] [sig       ] [3229/3591] Completed TSI in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-15T20:33:24.621331] [INFO ] [sig       ] [3230/3591] Forecasting TSL...
[2025-12-15T20:33:24.621361] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-15T20:33:24.621394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-15T20:33:24.631767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-15T20:33:24.632161] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-15T20:33:24.633009] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-15T20:33:24.633071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:24.633123] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:24.633154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:24.633240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:24.691521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:24.692403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:24.692497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:24.692531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:24.814127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:24.814279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:24.814321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:24.814351] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:24.817889] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-12-15T20:33:24.818211] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-15T20:33:24.818335] [INFO ] [sig       ] TSL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:24.959923] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TSL.txt
[2025-12-15T20:33:24.960071] [INFO ] [sig       ] [3230/3591] Completed TSL in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-15T20:33:24.960118] [INFO ] [sig       ] [3231/3591] Forecasting TSLA...
[2025-12-15T20:33:24.960155] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-15T20:33:24.960190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-15T20:33:24.971474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-15T20:33:24.971809] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-15T20:33:24.972542] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-15T20:33:24.972611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:24.972644] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:24.972671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:24.972726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:25.029413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:25.030302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:25.030385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:25.030418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:25.148758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:25.148915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:25.148954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:25.149000] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:25.152327] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-15T20:33:25.152617] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-15T20:33:25.152741] [INFO ] [sig       ] TSLA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:25.291322] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TSLA.txt
[2025-12-15T20:33:25.291465] [INFO ] [sig       ] [3231/3591] Completed TSLA in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-15T20:33:25.291506] [INFO ] [sig       ] [3232/3591] Forecasting TSLL...
[2025-12-15T20:33:25.291536] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-15T20:33:25.291567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-15T20:33:25.301772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-15T20:33:25.302125] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-15T20:33:25.302882] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-15T20:33:25.302933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:25.302999] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:25.303033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:25.303103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:25.359857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:25.360635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:25.360718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:25.360751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:25.482731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:25.482909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:25.482952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:25.482983] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:25.488022] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=12.11%)
[2025-12-15T20:33:25.488565] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-15T20:33:25.488782] [INFO ] [sig       ] TSLL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:25.639466] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TSLL.txt
[2025-12-15T20:33:25.639632] [INFO ] [sig       ] [3232/3591] Completed TSLL in 0.3s | 2.94 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-15T20:33:25.639676] [INFO ] [sig       ] [3233/3591] Forecasting TSLQ...
[2025-12-15T20:33:25.639706] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-15T20:33:25.639736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-15T20:33:25.649905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-15T20:33:25.650233] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-15T20:33:25.651010] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-15T20:33:25.651061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:25.651092] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:25.651119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:25.651174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:25.707162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:25.707882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:25.707978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:25.708013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:25.827169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:25.827320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:25.827359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:25.827387] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:25.830705] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=17.26%)
[2025-12-15T20:33:25.830975] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-15T20:33:25.831120] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:25.969269] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TSLQ.txt
[2025-12-15T20:33:25.969379] [INFO ] [sig       ] [3233/3591] Completed TSLQ in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:25.969417] [INFO ] [sig       ] [3234/3591] Forecasting TSLS...
[2025-12-15T20:33:25.969445] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-15T20:33:25.969473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-15T20:33:25.979516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-15T20:33:25.979844] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-15T20:33:25.980602] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-15T20:33:25.980653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:25.980685] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:25.980711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:25.980768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:26.035366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:26.035989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:26.036069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:26.036101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:26.155124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:26.155273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:26.155311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:26.155340] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:26.158645] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-12-15T20:33:26.158907] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-15T20:33:26.159061] [INFO ] [sig       ] TSLS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:26.302519] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TSLS.txt
[2025-12-15T20:33:26.302744] [INFO ] [sig       ] [3234/3591] Completed TSLS in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:26.302804] [INFO ] [sig       ] [3235/3591] Forecasting TSLX...
[2025-12-15T20:33:26.302846] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-15T20:33:26.302883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-15T20:33:26.313521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-15T20:33:26.313903] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-15T20:33:26.314721] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-15T20:33:26.314773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:26.314805] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:26.314833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:26.314890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:26.371251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:26.372137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:26.372227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:26.372263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:26.494343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:26.494508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:26.494548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:26.494633] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:26.498333] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-12-15T20:33:26.498734] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-15T20:33:26.498882] [INFO ] [sig       ] TSLX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:26.639928] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TSLX.txt
[2025-12-15T20:33:26.640089] [INFO ] [sig       ] [3235/3591] Completed TSLX in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:26.640130] [INFO ] [sig       ] [3236/3591] Forecasting TSM...
[2025-12-15T20:33:26.640159] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-15T20:33:26.640190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-15T20:33:26.650986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-15T20:33:26.651442] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-15T20:33:26.652313] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-15T20:33:26.652367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:26.652414] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:26.652443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:26.652501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:26.711117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:26.712012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:26.712099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:26.712132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:26.837746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:26.837903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:26.837946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:26.837976] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:26.841445] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-15T20:33:26.841779] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-15T20:33:26.841942] [INFO ] [sig       ] TSM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:26.985138] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TSM.txt
[2025-12-15T20:33:26.985284] [INFO ] [sig       ] [3236/3591] Completed TSM in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:26.985326] [INFO ] [sig       ] [3237/3591] Forecasting TSN...
[2025-12-15T20:33:26.985357] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-15T20:33:26.985388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-15T20:33:26.995133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-15T20:33:26.995463] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-15T20:33:26.996231] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-15T20:33:26.996281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:26.996312] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:26.996338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:26.996394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:27.055252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:27.056120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:27.056200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:27.056233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:27.175533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:27.175731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:27.175774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:27.175803] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:27.179165] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-12-15T20:33:27.179442] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-15T20:33:27.179562] [INFO ] [sig       ] TSN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:27.320165] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TSN.txt
[2025-12-15T20:33:27.320309] [INFO ] [sig       ] [3237/3591] Completed TSN in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:27.320347] [INFO ] [sig       ] [3238/3591] Forecasting TSQ...
[2025-12-15T20:33:27.320378] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-15T20:33:27.320410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-15T20:33:27.330973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-15T20:33:27.331325] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-15T20:33:27.332096] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-15T20:33:27.332148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:27.332178] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:27.332204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:27.332411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:27.390942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:27.391625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:27.391702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:27.391734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:27.517175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:27.517393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:27.517444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:27.517475] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:27.521177] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-15T20:33:27.521494] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-15T20:33:27.521645] [INFO ] [sig       ] TSQ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:27.661628] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TSQ.txt
[2025-12-15T20:33:27.661757] [INFO ] [sig       ] [3238/3591] Completed TSQ in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:27.661803] [INFO ] [sig       ] [3239/3591] Forecasting TTC...
[2025-12-15T20:33:27.661835] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-15T20:33:27.661865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-15T20:33:27.672014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-15T20:33:27.672331] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-15T20:33:27.673091] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-15T20:33:27.673158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:27.673190] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:27.673217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:27.673272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:27.729402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:27.730083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:27.730174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:27.730212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:27.854936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:27.855057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:27.855105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:27.855141] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:27.858537] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-12-15T20:33:27.858848] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-15T20:33:27.858997] [INFO ] [sig       ] TTC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:27.998049] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TTC.txt
[2025-12-15T20:33:27.998159] [INFO ] [sig       ] [3239/3591] Completed TTC in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:27.998203] [INFO ] [sig       ] [3240/3591] Forecasting TTD...
[2025-12-15T20:33:27.998234] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-15T20:33:27.998263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-15T20:33:28.007826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-15T20:33:28.008137] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-15T20:33:28.008899] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-15T20:33:28.008949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:28.009000] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:28.009029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:28.009084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:28.064927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:28.065530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:28.065628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:28.065665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:28.184358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:28.184500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:28.184538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:28.184566] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:28.187849] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2025-12-15T20:33:28.188158] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-15T20:33:28.188292] [INFO ] [sig       ] TTD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:28.326870] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TTD.txt
[2025-12-15T20:33:28.326996] [INFO ] [sig       ] [3240/3591] Completed TTD in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:28.327036] [INFO ] [sig       ] [3241/3591] Forecasting TTE...
[2025-12-15T20:33:28.327064] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-15T20:33:28.327096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-15T20:33:28.336839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-15T20:33:28.337160] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-15T20:33:28.337959] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-15T20:33:28.338013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:28.338045] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:28.338077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:28.338146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:28.395401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:28.396042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:28.396120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:28.396153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:28.518520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:28.518682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:28.518722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:28.518750] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:28.522035] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-15T20:33:28.522326] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-15T20:33:28.522445] [INFO ] [sig       ] TTE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:28.678510] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TTE.txt
[2025-12-15T20:33:28.678688] [INFO ] [sig       ] [3241/3591] Completed TTE in 0.4s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:28.678733] [INFO ] [sig       ] [3242/3591] Forecasting TTEC...
[2025-12-15T20:33:28.678764] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-15T20:33:28.678796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-15T20:33:28.688945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-15T20:33:28.689376] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-15T20:33:28.690219] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-15T20:33:28.690273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:28.690307] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:28.690336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:28.690394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:28.747415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:28.748263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:28.748378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:28.748420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:28.870679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:28.870973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:28.871015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:28.871056] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:28.874515] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-12-15T20:33:28.874809] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-15T20:33:28.874932] [INFO ] [sig       ] TTEC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:29.012322] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TTEC.txt
[2025-12-15T20:33:29.012452] [INFO ] [sig       ] [3242/3591] Completed TTEC in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:29.012492] [INFO ] [sig       ] [3243/3591] Forecasting TTEK...
[2025-12-15T20:33:29.012522] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-15T20:33:29.012551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-15T20:33:29.022240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-15T20:33:29.022596] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-15T20:33:29.023391] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-15T20:33:29.023443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:29.023476] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:29.023504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:29.023561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:29.079795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:29.080481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:29.080563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:29.080615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:29.202590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:29.202739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:29.202778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:29.202821] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:29.206083] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-15T20:33:29.206350] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-15T20:33:29.206469] [INFO ] [sig       ] TTEK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:29.345304] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TTEK.txt
[2025-12-15T20:33:29.345438] [INFO ] [sig       ] [3243/3591] Completed TTEK in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:29.345479] [INFO ] [sig       ] [3244/3591] Forecasting TTI...
[2025-12-15T20:33:29.345511] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-15T20:33:29.345541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-15T20:33:29.354698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-15T20:33:29.354969] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-15T20:33:29.355746] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-15T20:33:29.355799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:29.355832] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:29.355860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:29.355917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:29.411422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:29.412170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:29.412249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:29.412282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:29.535136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:29.535284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:29.535324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:29.535353] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:29.538614] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=57.02%)
[2025-12-15T20:33:29.538878] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-15T20:33:29.539013] [INFO ] [sig       ] TTI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:29.677914] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TTI.txt
[2025-12-15T20:33:29.678068] [INFO ] [sig       ] [3244/3591] Completed TTI in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:29.678109] [INFO ] [sig       ] [3245/3591] Forecasting TTMI...
[2025-12-15T20:33:29.678140] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-15T20:33:29.678171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-15T20:33:29.688102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-15T20:33:29.688431] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-15T20:33:29.689295] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-15T20:33:29.689348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:29.689380] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:29.689408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:29.689469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:29.745043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:29.745708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:29.745784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:29.745831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:29.861869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:29.862013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:29.862052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:29.862081] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:29.865378] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-12-15T20:33:29.865664] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-15T20:33:29.865788] [INFO ] [sig       ] TTMI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:30.008722] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TTMI.txt
[2025-12-15T20:33:30.008926] [INFO ] [sig       ] [3245/3591] Completed TTMI in 0.3s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:30.009006] [INFO ] [sig       ] [3246/3591] Forecasting TTSH...
[2025-12-15T20:33:30.009053] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-15T20:33:30.009097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-15T20:33:30.019609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-15T20:33:30.019961] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-15T20:33:30.020804] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-15T20:33:30.020854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:30.020885] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:30.020911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:30.020966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:30.078254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:30.079113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:30.079195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:30.079227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:30.197479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:30.197670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:30.197725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:30.197772] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:30.202882] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-15T20:33:30.203331] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-15T20:33:30.203523] [INFO ] [sig       ] TTSH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:30.394604] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TTSH.txt
[2025-12-15T20:33:30.394827] [INFO ] [sig       ] [3246/3591] Completed TTSH in 0.4s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:30.394883] [INFO ] [sig       ] [3247/3591] Forecasting TTWO...
[2025-12-15T20:33:30.394925] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-15T20:33:30.394969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-15T20:33:30.407029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-15T20:33:30.407497] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-15T20:33:30.408420] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-15T20:33:30.408477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:30.408509] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:30.408555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:30.408642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:30.472472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:30.473405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:30.473496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:30.473529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:30.624700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:30.624890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:30.624957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:30.625007] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:30.630263] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=47.78%)
[2025-12-15T20:33:30.630834] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-15T20:33:30.631051] [INFO ] [sig       ] TTWO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:30.837948] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TTWO.txt
[2025-12-15T20:33:30.838120] [INFO ] [sig       ] [3247/3591] Completed TTWO in 0.4s | 2.94 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-15T20:33:30.838162] [INFO ] [sig       ] [3248/3591] Forecasting TUGN...
[2025-12-15T20:33:30.838192] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-15T20:33:30.838222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-15T20:33:30.852196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-15T20:33:30.852732] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-15T20:33:30.853868] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-15T20:33:30.853939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:30.853988] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:30.854028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:30.854113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:30.943222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:30.944517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:30.944676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:30.944732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:31.082315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:31.082520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:31.082607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:31.082664] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:31.087846] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-15T20:33:31.088324] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-15T20:33:31.088514] [INFO ] [sig       ] TUGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:31.321981] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TUGN.txt
[2025-12-15T20:33:31.322212] [INFO ] [sig       ] [3248/3591] Completed TUGN in 0.5s | 2.94 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-15T20:33:31.322279] [INFO ] [sig       ] [3249/3591] Forecasting TUSK...
[2025-12-15T20:33:31.322333] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-15T20:33:31.322382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-15T20:33:31.336728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-15T20:33:31.337240] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-15T20:33:31.338207] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-15T20:33:31.338264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:31.338327] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:31.338359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:31.338428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:31.396312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:31.397453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:31.397564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:31.397642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:31.534208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:31.534372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:31.534414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:31.534443] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:31.537947] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-15T20:33:31.538250] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-15T20:33:31.538386] [INFO ] [sig       ] TUSK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:31.678634] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TUSK.txt
[2025-12-15T20:33:31.678770] [INFO ] [sig       ] [3249/3591] Completed TUSK in 0.4s | 2.94 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-15T20:33:31.678811] [INFO ] [sig       ] [3250/3591] Forecasting TVC...
[2025-12-15T20:33:31.678840] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-15T20:33:31.678870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-15T20:33:31.689684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-15T20:33:31.690020] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-15T20:33:31.691041] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-15T20:33:31.691092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:31.691125] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:31.691151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:31.691207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:31.756503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:31.757638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:31.757741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:31.757788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:31.868781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:31.868919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:31.868959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:31.869015] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:31.872327] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-15T20:33:31.872606] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-15T20:33:31.872726] [INFO ] [sig       ] TVC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:32.009837] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TVC.txt
[2025-12-15T20:33:32.009963] [INFO ] [sig       ] [3250/3591] Completed TVC in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:32.010004] [INFO ] [sig       ] [3251/3591] Forecasting TVE...
[2025-12-15T20:33:32.010033] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-15T20:33:32.010071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-15T20:33:32.020255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-15T20:33:32.020701] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-15T20:33:32.021500] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-15T20:33:32.021554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:32.021616] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:32.021646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:32.021703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:32.078396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:32.079279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:32.079365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:32.079398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:32.181672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:32.181829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:32.181898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:32.181939] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:32.185220] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=33.92%)
[2025-12-15T20:33:32.185484] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-15T20:33:32.185628] [INFO ] [sig       ] TVE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:32.322135] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TVE.txt
[2025-12-15T20:33:32.322289] [INFO ] [sig       ] [3251/3591] Completed TVE in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:32.322338] [INFO ] [sig       ] [3252/3591] Forecasting TVTX...
[2025-12-15T20:33:32.322369] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-15T20:33:32.322407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-15T20:33:32.333212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-15T20:33:32.333614] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-15T20:33:32.334415] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-15T20:33:32.334467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:32.334499] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:32.334526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:32.334606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:32.391372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:32.392240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:32.392321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:32.392353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:32.513209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:32.513361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:32.513402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:32.513462] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:32.516779] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-15T20:33:32.517044] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-15T20:33:32.517165] [INFO ] [sig       ] TVTX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:32.652446] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TVTX.txt
[2025-12-15T20:33:32.652589] [INFO ] [sig       ] [3252/3591] Completed TVTX in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:32.652633] [INFO ] [sig       ] [3253/3591] Forecasting TWFG...
[2025-12-15T20:33:32.652663] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-15T20:33:32.652693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-15T20:33:32.663154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-15T20:33:32.663518] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-15T20:33:32.664318] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-15T20:33:32.664369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:32.664400] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:32.664425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:32.664480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:32.720565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:32.721371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:32.721455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:32.721488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:32.847411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:32.847591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:32.847645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:32.847687] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:32.851786] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=42.36%)
[2025-12-15T20:33:32.852154] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-15T20:33:32.852311] [INFO ] [sig       ] TWFG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:32.993132] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TWFG.txt
[2025-12-15T20:33:32.993255] [INFO ] [sig       ] [3253/3591] Completed TWFG in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:32.993294] [INFO ] [sig       ] [3254/3591] Forecasting TWG...
[2025-12-15T20:33:32.993323] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-15T20:33:32.993352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-15T20:33:33.003934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-15T20:33:33.004353] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-15T20:33:33.005147] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-15T20:33:33.005201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:33.005235] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:33.005261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:33.005317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:33.059775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:33.060533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:33.060632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:33.060665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:33.175056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:33.175221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:33.175261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:33.175290] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:33.178739] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-15T20:33:33.179106] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-15T20:33:33.179244] [INFO ] [sig       ] TWG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:33.322291] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TWG.txt
[2025-12-15T20:33:33.322429] [INFO ] [sig       ] [3254/3591] Completed TWG in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:33.322471] [INFO ] [sig       ] [3255/3591] Forecasting TWI...
[2025-12-15T20:33:33.322501] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-15T20:33:33.322532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-15T20:33:33.333194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-15T20:33:33.333551] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-15T20:33:33.334370] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-15T20:33:33.334421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:33.334452] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:33.334478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:33.334534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:33.389939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:33.390556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:33.390649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:33.390682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:33.505894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:33.506055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:33.506094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:33.506121] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:33.509476] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-12-15T20:33:33.509758] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-15T20:33:33.509879] [INFO ] [sig       ] TWI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:33.648256] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TWI.txt
[2025-12-15T20:33:33.648389] [INFO ] [sig       ] [3255/3591] Completed TWI in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:33.648428] [INFO ] [sig       ] [3256/3591] Forecasting TWIN...
[2025-12-15T20:33:33.648457] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-15T20:33:33.648486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-15T20:33:33.657949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-15T20:33:33.658275] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-15T20:33:33.659084] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-15T20:33:33.659135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:33.659172] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:33.659204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:33.659272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:33.716132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:33.716768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:33.716845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:33.716877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:33.833869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:33.834026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:33.834065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:33.834095] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:33.837556] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-12-15T20:33:33.837894] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-15T20:33:33.838030] [INFO ] [sig       ] TWIN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:33.979058] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TWIN.txt
[2025-12-15T20:33:33.979207] [INFO ] [sig       ] [3256/3591] Completed TWIN in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:33.979249] [INFO ] [sig       ] [3257/3591] Forecasting TWLO...
[2025-12-15T20:33:33.979280] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-15T20:33:33.979309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-15T20:33:33.990267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-15T20:33:33.990635] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-15T20:33:33.991426] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-15T20:33:33.991477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:33.991508] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:33.991533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:33.991605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:34.048235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:34.048949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:34.049049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:34.049082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:34.178609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:34.178764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:34.178803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:34.178832] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:34.182251] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-15T20:33:34.182538] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-15T20:33:34.182678] [INFO ] [sig       ] TWLO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:34.322745] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TWLO.txt
[2025-12-15T20:33:34.322871] [INFO ] [sig       ] [3257/3591] Completed TWLO in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:34.322911] [INFO ] [sig       ] [3258/3591] Forecasting TWO...
[2025-12-15T20:33:34.322940] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-15T20:33:34.322970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-15T20:33:34.333018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-15T20:33:34.333352] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-15T20:33:34.334105] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-15T20:33:34.334156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:34.334193] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:34.334226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:34.334312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:34.389959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:34.390637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:34.390716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:34.390748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:34.509202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:34.509372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:34.509412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:34.509440] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:34.512920] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2025-12-15T20:33:34.513182] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-15T20:33:34.513306] [INFO ] [sig       ] TWO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:34.652715] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TWO.txt
[2025-12-15T20:33:34.652850] [INFO ] [sig       ] [3258/3591] Completed TWO in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:34.652891] [INFO ] [sig       ] [3259/3591] Forecasting TX...
[2025-12-15T20:33:34.652920] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-15T20:33:34.652950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-15T20:33:34.663634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-15T20:33:34.664050] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-15T20:33:34.664855] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-15T20:33:34.664906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:34.664937] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:34.664964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:34.665020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:34.721792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:34.722445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:34.722553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:34.722604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:34.842407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:34.842589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:34.842641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:34.842675] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:34.846119] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=30.36%)
[2025-12-15T20:33:34.846417] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-15T20:33:34.846555] [INFO ] [sig       ] TX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:34.991204] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TX.txt
[2025-12-15T20:33:34.991348] [INFO ] [sig       ] [3259/3591] Completed TX in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:34.991388] [INFO ] [sig       ] [3260/3591] Forecasting TXG...
[2025-12-15T20:33:34.991417] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-15T20:33:34.991448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-15T20:33:35.001256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-15T20:33:35.001610] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-15T20:33:35.002343] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-15T20:33:35.002408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:35.002440] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:35.002467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:35.002528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:35.058063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:35.058674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:35.058750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:35.058781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:35.174146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:35.174293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:35.174331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:35.174358] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:35.177615] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-15T20:33:35.177880] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-15T20:33:35.177998] [INFO ] [sig       ] TXG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:35.320495] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TXG.txt
[2025-12-15T20:33:35.320648] [INFO ] [sig       ] [3260/3591] Completed TXG in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:35.320692] [INFO ] [sig       ] [3261/3591] Forecasting TXMD...
[2025-12-15T20:33:35.320722] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-15T20:33:35.320752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-15T20:33:35.331644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-15T20:33:35.332087] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-15T20:33:35.332912] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-15T20:33:35.332962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:35.332993] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:35.333019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:35.333082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:35.388859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:35.389779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:35.389862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:35.389894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:35.504875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:35.505029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:35.505070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:35.505098] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:35.508414] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-12-15T20:33:35.508702] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-15T20:33:35.508824] [INFO ] [sig       ] TXMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:35.645610] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TXMD.txt
[2025-12-15T20:33:35.645739] [INFO ] [sig       ] [3261/3591] Completed TXMD in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:35.645778] [INFO ] [sig       ] [3262/3591] Forecasting TXN...
[2025-12-15T20:33:35.645808] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-15T20:33:35.645838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-15T20:33:35.656298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-15T20:33:35.656641] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-15T20:33:35.657383] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-15T20:33:35.657433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:35.657465] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:35.657492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:35.657548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:35.712792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:35.713563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:35.713664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:35.713696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:35.831493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:35.831662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:35.831701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:35.831729] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:35.834973] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-12-15T20:33:35.835255] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-15T20:33:35.835399] [INFO ] [sig       ] TXN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:35.972832] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TXN.txt
[2025-12-15T20:33:35.973015] [INFO ] [sig       ] [3262/3591] Completed TXN in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:35.973056] [INFO ] [sig       ] [3263/3591] Forecasting TXO...
[2025-12-15T20:33:35.973087] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-15T20:33:35.973116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-15T20:33:35.983228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-15T20:33:35.983556] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-15T20:33:35.984344] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-15T20:33:35.984395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:35.984427] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:35.984454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:35.984510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:36.039911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:36.040529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:36.040625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:36.040659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:36.158036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:36.158185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:36.158223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:36.158251] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:36.161595] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=59.88%)
[2025-12-15T20:33:36.161868] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-15T20:33:36.161992] [INFO ] [sig       ] TXO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:36.300331] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TXO.txt
[2025-12-15T20:33:36.300471] [INFO ] [sig       ] [3263/3591] Completed TXO in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:36.300525] [INFO ] [sig       ] [3264/3591] Forecasting TXRH...
[2025-12-15T20:33:36.300559] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-15T20:33:36.300608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-15T20:33:36.310741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-15T20:33:36.311048] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-15T20:33:36.311841] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-15T20:33:36.311891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:36.311922] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:36.311950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:36.312005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:36.371638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:36.372721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:36.372803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:36.372836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:36.505761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:36.505917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:36.505956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:36.505984] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:36.509493] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=36.32%)
[2025-12-15T20:33:36.509869] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-15T20:33:36.510015] [INFO ] [sig       ] TXRH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:36.657677] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TXRH.txt
[2025-12-15T20:33:36.657839] [INFO ] [sig       ] [3264/3591] Completed TXRH in 0.4s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:36.657879] [INFO ] [sig       ] [3265/3591] Forecasting TY...
[2025-12-15T20:33:36.657910] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-15T20:33:36.657939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-15T20:33:36.668463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-15T20:33:36.668859] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-15T20:33:36.669698] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-15T20:33:36.669749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:36.669782] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:36.669808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:36.669865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:36.724490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:36.725143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:36.725236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:36.725275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:36.843738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:36.843889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:36.843929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:36.843959] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:36.847276] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-12-15T20:33:36.847548] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-15T20:33:36.847727] [INFO ] [sig       ] TY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:36.986670] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TY.txt
[2025-12-15T20:33:36.986814] [INFO ] [sig       ] [3265/3591] Completed TY in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-15T20:33:36.986854] [INFO ] [sig       ] [3266/3591] Forecasting TYG...
[2025-12-15T20:33:36.986883] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-15T20:33:36.986914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-15T20:33:36.997028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-15T20:33:36.997352] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-15T20:33:36.998113] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-15T20:33:36.998163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:36.998223] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:36.998251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:36.998308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:37.053831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:37.054680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:37.054759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:37.054791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:37.174666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:37.174820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:37.174859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:37.174887] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:37.178254] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-12-15T20:33:37.178523] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-15T20:33:37.178666] [INFO ] [sig       ] TYG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:37.322210] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TYG.txt
[2025-12-15T20:33:37.322360] [INFO ] [sig       ] [3266/3591] Completed TYG in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-15T20:33:37.322400] [INFO ] [sig       ] [3267/3591] Forecasting TYGO...
[2025-12-15T20:33:37.322431] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-15T20:33:37.322460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-15T20:33:37.332229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-15T20:33:37.332602] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-15T20:33:37.333378] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-15T20:33:37.333436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:37.333467] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:37.333493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:37.333549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:37.393005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:37.393747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:37.393831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:37.393864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:37.504874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:37.505017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:37.505094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:37.505125] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:37.508405] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-15T20:33:37.508686] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-15T20:33:37.508805] [INFO ] [sig       ] TYGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:37.650312] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TYGO.txt
[2025-12-15T20:33:37.650459] [INFO ] [sig       ] [3267/3591] Completed TYGO in 0.3s | 2.94 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-15T20:33:37.650496] [INFO ] [sig       ] [3268/3591] Forecasting TYL...
[2025-12-15T20:33:37.650526] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-15T20:33:37.650556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-15T20:33:37.660082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-15T20:33:37.660419] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-15T20:33:37.661176] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-15T20:33:37.661226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:37.661258] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:37.661287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:37.661345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:37.726799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:37.727658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:37.727747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:37.727780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:37.852324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:37.852446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:37.852485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:37.852512] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:37.855778] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=40.49%)
[2025-12-15T20:33:37.856070] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-15T20:33:37.856190] [INFO ] [sig       ] TYL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:37.997089] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TYL.txt
[2025-12-15T20:33:37.997213] [INFO ] [sig       ] [3268/3591] Completed TYL in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:37.997253] [INFO ] [sig       ] [3269/3591] Forecasting TYRA...
[2025-12-15T20:33:37.997283] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-15T20:33:37.997313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-15T20:33:38.009463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-15T20:33:38.009870] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-15T20:33:38.010714] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-15T20:33:38.010765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:38.010798] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:38.010825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:38.010881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:38.070525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:38.071445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:38.071599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:38.071639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:38.195922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:38.196084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:38.196132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:38.196209] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:38.200058] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-15T20:33:38.200358] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-15T20:33:38.200503] [INFO ] [sig       ] TYRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:38.345345] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/TYRA.txt
[2025-12-15T20:33:38.345516] [INFO ] [sig       ] [3269/3591] Completed TYRA in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:38.345560] [INFO ] [sig       ] [3270/3591] Forecasting TZOO...
[2025-12-15T20:33:38.345609] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-15T20:33:38.345640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-15T20:33:38.356602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-15T20:33:38.357016] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-15T20:33:38.357856] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-15T20:33:38.357909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:38.357941] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:38.357969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:38.358026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:38.415835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:38.416707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:38.416793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:38.416826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:38.548503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:38.548672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:38.548711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:38.548739] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:38.552185] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-12-15T20:33:38.552451] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-15T20:33:38.552570] [INFO ] [sig       ] TZOO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:38.697719] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/TZOO.txt
[2025-12-15T20:33:38.697868] [INFO ] [sig       ] [3270/3591] Completed TZOO in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:38.697909] [INFO ] [sig       ] [3271/3591] Forecasting UAA...
[2025-12-15T20:33:38.697938] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-15T20:33:38.697968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-15T20:33:38.709919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-15T20:33:38.710437] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-15T20:33:38.711403] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-15T20:33:38.711462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:38.711526] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:38.711561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:38.711657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:38.772501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:38.773360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:38.773442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:38.773474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:38.893608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:38.893754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:38.893792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:38.893823] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:38.897129] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-15T20:33:38.897393] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-15T20:33:38.897517] [INFO ] [sig       ] UAA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:39.039470] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UAA.txt
[2025-12-15T20:33:39.039852] [INFO ] [sig       ] [3271/3591] Completed UAA in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:39.039895] [INFO ] [sig       ] [3272/3591] Forecasting UAE...
[2025-12-15T20:33:39.039926] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-15T20:33:39.039957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-15T20:33:39.050663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-15T20:33:39.051081] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-15T20:33:39.051934] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-15T20:33:39.051986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:39.052017] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:39.052043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:39.052099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:39.109096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:39.110075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:39.110169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:39.110219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:39.250101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:39.250247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:39.250287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:39.250316] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:39.253700] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2025-12-15T20:33:39.253969] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-15T20:33:39.254096] [INFO ] [sig       ] UAE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:39.402660] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UAE.txt
[2025-12-15T20:33:39.402817] [INFO ] [sig       ] [3272/3591] Completed UAE in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:39.402857] [INFO ] [sig       ] [3273/3591] Forecasting UAL...
[2025-12-15T20:33:39.402887] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-15T20:33:39.402917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-15T20:33:39.412506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-15T20:33:39.412864] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-15T20:33:39.413644] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-15T20:33:39.413695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:39.413726] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:39.413752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:39.413808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:39.472195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:39.472881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:39.472959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:39.472990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:39.591256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:39.591410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:39.591448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:39.591476] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:39.595086] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-15T20:33:39.595354] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-15T20:33:39.595473] [INFO ] [sig       ] UAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:39.735697] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UAL.txt
[2025-12-15T20:33:39.735829] [INFO ] [sig       ] [3273/3591] Completed UAL in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:39.735870] [INFO ] [sig       ] [3274/3591] Forecasting UBFO...
[2025-12-15T20:33:39.735900] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-15T20:33:39.735929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-15T20:33:39.746415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-15T20:33:39.746864] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-15T20:33:39.747725] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-15T20:33:39.747778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:39.747810] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:39.747835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:39.747891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:39.803594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:39.804481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:39.804591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:39.804627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:39.925393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:39.925550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:39.925629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:39.925667] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:39.929163] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-12-15T20:33:39.929496] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-15T20:33:39.929680] [INFO ] [sig       ] UBFO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:40.128218] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UBFO.txt
[2025-12-15T20:33:40.128369] [INFO ] [sig       ] [3274/3591] Completed UBFO in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:40.128411] [INFO ] [sig       ] [3275/3591] Forecasting UBND...
[2025-12-15T20:33:40.128447] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-15T20:33:40.128478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-15T20:33:40.138356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-15T20:33:40.138824] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-15T20:33:40.139894] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-15T20:33:40.139965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:40.140008] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:40.140050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:40.140136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:40.206193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:40.207082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:40.207167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:40.207200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:40.330001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:40.330147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:40.330187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:40.330215] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:40.333474] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-12-15T20:33:40.333757] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-15T20:33:40.333880] [INFO ] [sig       ] UBND: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:40.470753] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UBND.txt
[2025-12-15T20:33:40.470899] [INFO ] [sig       ] [3275/3591] Completed UBND in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:40.470938] [INFO ] [sig       ] [3276/3591] Forecasting UBRL...
[2025-12-15T20:33:40.470967] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-15T20:33:40.470996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-15T20:33:40.480950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-15T20:33:40.481322] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-15T20:33:40.482165] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-15T20:33:40.482219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:40.482252] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:40.482281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:40.482343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:40.539172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:40.539832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:40.539940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:40.539974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:40.667206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:40.667352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:40.667400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:40.667435] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:40.670858] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-15T20:33:40.671133] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-15T20:33:40.671258] [INFO ] [sig       ] UBRL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:40.812413] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UBRL.txt
[2025-12-15T20:33:40.812544] [INFO ] [sig       ] [3276/3591] Completed UBRL in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:40.812603] [INFO ] [sig       ] [3277/3591] Forecasting UBS...
[2025-12-15T20:33:40.812634] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-15T20:33:40.812663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-15T20:33:40.822379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-15T20:33:40.822693] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-15T20:33:40.823426] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-15T20:33:40.823477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:40.823507] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:40.823534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:40.823612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:40.881800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:40.882527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:40.882623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:40.882658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:41.005140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:41.005261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:41.005300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:41.005329] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:41.008723] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-15T20:33:41.009010] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-15T20:33:41.009138] [INFO ] [sig       ] UBS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:41.148254] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UBS.txt
[2025-12-15T20:33:41.148407] [INFO ] [sig       ] [3277/3591] Completed UBS in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:41.148448] [INFO ] [sig       ] [3278/3591] Forecasting UBSI...
[2025-12-15T20:33:41.148477] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-15T20:33:41.148507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-15T20:33:41.158186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-15T20:33:41.158545] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-15T20:33:41.159385] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-15T20:33:41.159437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:41.159468] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:41.159494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:41.159557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:41.222152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:41.223217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:41.223340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:41.223394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:41.358788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:41.358944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:41.359009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:41.359076] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:41.362924] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=84.60%)
[2025-12-15T20:33:41.363259] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-15T20:33:41.363400] [INFO ] [sig       ] UBSI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:41.509169] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UBSI.txt
[2025-12-15T20:33:41.509302] [INFO ] [sig       ] [3278/3591] Completed UBSI in 0.4s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:41.509343] [INFO ] [sig       ] [3279/3591] Forecasting UDMY...
[2025-12-15T20:33:41.509372] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-15T20:33:41.509400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-15T20:33:41.518741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-15T20:33:41.519102] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-15T20:33:41.519923] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-15T20:33:41.519977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:41.520012] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:41.520040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:41.520097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:41.575550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:41.576146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:41.576223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:41.576255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:41.693447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:41.693628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:41.693668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:41.693697] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:41.696959] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-15T20:33:41.697224] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-15T20:33:41.697342] [INFO ] [sig       ] UDMY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:41.836824] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UDMY.txt
[2025-12-15T20:33:41.836961] [INFO ] [sig       ] [3279/3591] Completed UDMY in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:41.837001] [INFO ] [sig       ] [3280/3591] Forecasting UE...
[2025-12-15T20:33:41.837030] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-15T20:33:41.837060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-15T20:33:41.847828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-15T20:33:41.848134] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-15T20:33:41.848889] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-15T20:33:41.848939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:41.848993] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:41.849023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:41.849080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:41.906697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:41.907312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:41.907388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:41.907421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:42.024367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:42.024518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:42.024556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:42.024602] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:42.028011] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=42.54%)
[2025-12-15T20:33:42.028274] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-15T20:33:42.028394] [INFO ] [sig       ] UE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:42.167038] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UE.txt
[2025-12-15T20:33:42.167165] [INFO ] [sig       ] [3280/3591] Completed UE in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:42.167204] [INFO ] [sig       ] [3281/3591] Forecasting UEIC...
[2025-12-15T20:33:42.167233] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-15T20:33:42.167262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-15T20:33:42.176704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-15T20:33:42.176999] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-15T20:33:42.177758] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-15T20:33:42.177808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:42.177839] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:42.177866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:42.177927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:42.234974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:42.235752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:42.235833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:42.235865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:42.354583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:42.354729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:42.354768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:42.354796] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:42.358050] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-12-15T20:33:42.358313] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-15T20:33:42.358432] [INFO ] [sig       ] UEIC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:42.500927] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UEIC.txt
[2025-12-15T20:33:42.501085] [INFO ] [sig       ] [3281/3591] Completed UEIC in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:42.501128] [INFO ] [sig       ] [3282/3591] Forecasting UFCS...
[2025-12-15T20:33:42.501157] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-15T20:33:42.501187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-15T20:33:42.512838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-15T20:33:42.513436] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-15T20:33:42.514487] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-15T20:33:42.514556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:42.514595] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:42.514628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:42.514728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:42.573910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:42.574795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:42.574886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:42.574919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:42.704387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:42.704558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:42.704618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:42.704649] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:42.708544] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-15T20:33:42.709169] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-15T20:33:42.709317] [INFO ] [sig       ] UFCS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:42.850181] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UFCS.txt
[2025-12-15T20:33:42.850312] [INFO ] [sig       ] [3282/3591] Completed UFCS in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-15T20:33:42.850350] [INFO ] [sig       ] [3283/3591] Forecasting UFI...
[2025-12-15T20:33:42.850387] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-15T20:33:42.850422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-15T20:33:42.860237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-15T20:33:42.860615] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-15T20:33:42.861380] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-15T20:33:42.861433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:42.861495] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:42.861530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:42.861622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:42.919651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:42.920317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:42.920402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:42.920443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:43.038172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:43.038294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:43.038330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:43.038357] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:43.041594] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-15T20:33:43.041863] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-15T20:33:43.042003] [INFO ] [sig       ] UFI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:43.180110] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UFI.txt
[2025-12-15T20:33:43.180236] [INFO ] [sig       ] [3283/3591] Completed UFI in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-15T20:33:43.180275] [INFO ] [sig       ] [3284/3591] Forecasting UFO...
[2025-12-15T20:33:43.180304] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-15T20:33:43.180333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-15T20:33:43.190285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-15T20:33:43.190617] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-15T20:33:43.191390] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-15T20:33:43.191477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:43.191511] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:43.191537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:43.191632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:43.249008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:43.249751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:43.249830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:43.249863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:43.368599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:43.368752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:43.368790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:43.368819] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:43.372187] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=43.19%)
[2025-12-15T20:33:43.372467] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-15T20:33:43.372609] [INFO ] [sig       ] UFO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:43.508844] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UFO.txt
[2025-12-15T20:33:43.508982] [INFO ] [sig       ] [3284/3591] Completed UFO in 0.3s | 2.94 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-15T20:33:43.509023] [INFO ] [sig       ] [3285/3591] Forecasting UFPI...
[2025-12-15T20:33:43.509056] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-15T20:33:43.509085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-15T20:33:43.519323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-15T20:33:43.519754] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-15T20:33:43.520540] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-15T20:33:43.520618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:43.520656] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:43.520684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:43.520932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:43.577438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:43.578313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:43.578395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:43.578427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:43.697000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:43.697129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:43.697167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:43.697198] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:43.700460] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-15T20:33:43.700754] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-15T20:33:43.700875] [INFO ] [sig       ] UFPI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:43.842838] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UFPI.txt
[2025-12-15T20:33:43.842959] [INFO ] [sig       ] [3285/3591] Completed UFPI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:43.842998] [INFO ] [sig       ] [3286/3591] Forecasting UGI...
[2025-12-15T20:33:43.843026] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-15T20:33:43.843056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-15T20:33:43.852953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-15T20:33:43.853250] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-15T20:33:43.854056] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-15T20:33:43.854108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:43.854139] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:43.854166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:43.854221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:43.910717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:43.911316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:43.911393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:43.911426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:44.028941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:44.029088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:44.029131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:44.029188] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:44.032438] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2025-12-15T20:33:44.032724] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-15T20:33:44.032846] [INFO ] [sig       ] UGI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:44.171764] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UGI.txt
[2025-12-15T20:33:44.171890] [INFO ] [sig       ] [3286/3591] Completed UGI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:44.171929] [INFO ] [sig       ] [3287/3591] Forecasting UGP...
[2025-12-15T20:33:44.171959] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-15T20:33:44.171988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-15T20:33:44.181585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-15T20:33:44.181902] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-15T20:33:44.182669] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-15T20:33:44.182720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:44.182750] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:44.182776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:44.182832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:44.240969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:44.241834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:44.241917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:44.241951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:44.368071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:44.368234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:44.368284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:44.368320] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:44.372953] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-15T20:33:44.373283] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-15T20:33:44.373437] [INFO ] [sig       ] UGP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:44.518966] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UGP.txt
[2025-12-15T20:33:44.519119] [INFO ] [sig       ] [3287/3591] Completed UGP in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:44.519160] [INFO ] [sig       ] [3288/3591] Forecasting UHAL...
[2025-12-15T20:33:44.519188] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-15T20:33:44.519217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-15T20:33:44.528904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-15T20:33:44.529250] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-15T20:33:44.530042] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-15T20:33:44.530093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:44.530124] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:44.530151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:44.530212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:44.586402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:44.587029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:44.587108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:44.587139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:44.708885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:44.709030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:44.709071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:44.709099] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:44.712363] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=71.62%)
[2025-12-15T20:33:44.712644] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-15T20:33:44.712763] [INFO ] [sig       ] UHAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:44.850898] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UHAL.txt
[2025-12-15T20:33:44.851022] [INFO ] [sig       ] [3288/3591] Completed UHAL in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:44.851062] [INFO ] [sig       ] [3289/3591] Forecasting UHG...
[2025-12-15T20:33:44.851091] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-15T20:33:44.851121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-15T20:33:44.860559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-15T20:33:44.860907] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-15T20:33:44.861693] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-15T20:33:44.861743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:44.861774] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:44.861800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:44.861857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:44.918525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:44.919329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:44.919410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:44.919443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:45.037127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:45.037299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:45.037348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:45.037378] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:45.041362] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-15T20:33:45.041675] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-15T20:33:45.041804] [INFO ] [sig       ] UHG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:45.184306] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UHG.txt
[2025-12-15T20:33:45.184468] [INFO ] [sig       ] [3289/3591] Completed UHG in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:45.184518] [INFO ] [sig       ] [3290/3591] Forecasting UHS...
[2025-12-15T20:33:45.184554] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-15T20:33:45.184614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-15T20:33:45.195008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-15T20:33:45.195405] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-15T20:33:45.196213] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-15T20:33:45.196264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:45.196295] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:45.196322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:45.196378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:45.254259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:45.255122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:45.255209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:45.255243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:45.376007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:45.376177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:45.376218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:45.376248] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:45.379703] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=69.25%)
[2025-12-15T20:33:45.379975] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-15T20:33:45.380099] [INFO ] [sig       ] UHS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:45.519273] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UHS.txt
[2025-12-15T20:33:45.519409] [INFO ] [sig       ] [3290/3591] Completed UHS in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:45.519448] [INFO ] [sig       ] [3291/3591] Forecasting UI...
[2025-12-15T20:33:45.519481] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-15T20:33:45.519514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-15T20:33:45.529282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-15T20:33:45.529628] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-15T20:33:45.530370] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-15T20:33:45.530426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:45.530463] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:45.530495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:45.530563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:45.586635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:45.587249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:45.587328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:45.587360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:45.705454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:45.705614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:45.705706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:45.705736] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:45.708947] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=22.48%)
[2025-12-15T20:33:45.709220] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-15T20:33:45.709340] [INFO ] [sig       ] UI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:45.850351] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UI.txt
[2025-12-15T20:33:45.850484] [INFO ] [sig       ] [3291/3591] Completed UI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:45.850524] [INFO ] [sig       ] [3292/3591] Forecasting UIS...
[2025-12-15T20:33:45.850556] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-15T20:33:45.850604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-15T20:33:45.860499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-15T20:33:45.860831] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-15T20:33:45.861588] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-15T20:33:45.861639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:45.861670] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:45.861696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:45.861751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:45.918645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:45.919318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:45.919398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:45.919431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:46.042753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:46.042901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:46.042940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:46.042968] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:46.046258] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-15T20:33:46.046532] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-15T20:33:46.046670] [INFO ] [sig       ] UIS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:46.186615] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UIS.txt
[2025-12-15T20:33:46.186748] [INFO ] [sig       ] [3292/3591] Completed UIS in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:46.186787] [INFO ] [sig       ] [3293/3591] Forecasting UITB...
[2025-12-15T20:33:46.186817] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-15T20:33:46.186845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-15T20:33:46.196460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-15T20:33:46.196782] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-15T20:33:46.197526] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-15T20:33:46.197592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:46.197627] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:46.197656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:46.197712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:46.252889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:46.253753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:46.253836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:46.253899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:46.373932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:46.374087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:46.374126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:46.374154] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:46.377418] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=30.56%)
[2025-12-15T20:33:46.377700] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-15T20:33:46.377821] [INFO ] [sig       ] UITB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:46.521070] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UITB.txt
[2025-12-15T20:33:46.521222] [INFO ] [sig       ] [3293/3591] Completed UITB in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:46.521263] [INFO ] [sig       ] [3294/3591] Forecasting UL...
[2025-12-15T20:33:46.521294] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-15T20:33:46.521325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-15T20:33:46.531557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-15T20:33:46.531948] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-15T20:33:46.532744] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-15T20:33:46.532795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:46.532825] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:46.532851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:46.532906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:46.590508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:46.591313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:46.591394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:46.591426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:46.714907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:46.715055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:46.715096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:46.715124] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:46.718366] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-12-15T20:33:46.718644] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-15T20:33:46.718763] [INFO ] [sig       ] UL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:46.857264] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UL.txt
[2025-12-15T20:33:46.857410] [INFO ] [sig       ] [3294/3591] Completed UL in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:46.857451] [INFO ] [sig       ] [3295/3591] Forecasting ULBI...
[2025-12-15T20:33:46.857480] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-15T20:33:46.857509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-15T20:33:46.867468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-15T20:33:46.867868] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-15T20:33:46.868663] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-15T20:33:46.868713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:46.868760] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:46.868787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:46.868843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:46.926520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:46.927324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:46.927405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:46.927437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:47.045495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:47.045666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:47.045706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:47.045733] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:47.049126] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-15T20:33:47.049406] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-15T20:33:47.049531] [INFO ] [sig       ] ULBI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:47.188163] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ULBI.txt
[2025-12-15T20:33:47.188285] [INFO ] [sig       ] [3295/3591] Completed ULBI in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:47.188323] [INFO ] [sig       ] [3296/3591] Forecasting ULCC...
[2025-12-15T20:33:47.188352] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-15T20:33:47.188381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-15T20:33:47.198153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-15T20:33:47.198446] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-15T20:33:47.199263] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-15T20:33:47.199313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:47.199344] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:47.199370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:47.199426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:47.255690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:47.256652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:47.256743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:47.256777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:47.379331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:47.379487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:47.379552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:47.379614] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:47.383328] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-15T20:33:47.383659] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-15T20:33:47.383797] [INFO ] [sig       ] ULCC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:47.529768] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ULCC.txt
[2025-12-15T20:33:47.529952] [INFO ] [sig       ] [3296/3591] Completed ULCC in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:47.529995] [INFO ] [sig       ] [3297/3591] Forecasting ULH...
[2025-12-15T20:33:47.530028] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-15T20:33:47.530059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-15T20:33:47.540189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-15T20:33:47.540669] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-15T20:33:47.541485] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-15T20:33:47.541538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:47.541593] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:47.541624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:47.541682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:47.598333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:47.599068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:47.599148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:47.599181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:47.724357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:47.724508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:47.724546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:47.724594] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:47.727970] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-15T20:33:47.728239] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-15T20:33:47.728362] [INFO ] [sig       ] ULH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:47.865306] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ULH.txt
[2025-12-15T20:33:47.865435] [INFO ] [sig       ] [3297/3591] Completed ULH in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:47.865474] [INFO ] [sig       ] [3298/3591] Forecasting ULTA...
[2025-12-15T20:33:47.865504] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-15T20:33:47.865535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-15T20:33:47.875190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-15T20:33:47.875542] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-15T20:33:47.876342] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-15T20:33:47.876392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:47.876423] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:47.876450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:47.876505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:47.931755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:47.932393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:47.932474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:47.932506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:48.051067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:48.051216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:48.051258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:48.051298] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:48.054764] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=54.47%)
[2025-12-15T20:33:48.055097] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-15T20:33:48.055254] [INFO ] [sig       ] ULTA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:48.192630] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ULTA.txt
[2025-12-15T20:33:48.192787] [INFO ] [sig       ] [3298/3591] Completed ULTA in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:48.192828] [INFO ] [sig       ] [3299/3591] Forecasting ULY...
[2025-12-15T20:33:48.192866] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-15T20:33:48.192897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-15T20:33:48.202934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-15T20:33:48.203350] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-15T20:33:48.204337] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-15T20:33:48.204412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:48.204452] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:48.204482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:48.204551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:48.260792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:48.261623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:48.261702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:48.261734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:48.376873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:48.377023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:48.377062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:48.377092] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:48.380721] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2025-12-15T20:33:48.380992] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-15T20:33:48.381114] [INFO ] [sig       ] ULY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:48.540131] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ULY.txt
[2025-12-15T20:33:48.540286] [INFO ] [sig       ] [3299/3591] Completed ULY in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:48.540327] [INFO ] [sig       ] [3300/3591] Forecasting UMBF...
[2025-12-15T20:33:48.540359] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-15T20:33:48.540389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-15T20:33:48.551087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-15T20:33:48.551453] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-15T20:33:48.552235] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-15T20:33:48.552288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:48.552347] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:48.552377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:48.552434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:48.615340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:48.616150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:48.616229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:48.616261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:48.752218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:48.752376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:48.752416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:48.752444] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:48.756349] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-15T20:33:48.756684] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-15T20:33:48.756820] [INFO ] [sig       ] UMBF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:48.896884] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UMBF.txt
[2025-12-15T20:33:48.897019] [INFO ] [sig       ] [3300/3591] Completed UMBF in 0.4s | 2.94 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-15T20:33:48.897059] [INFO ] [sig       ] [3301/3591] Forecasting UMC...
[2025-12-15T20:33:48.897089] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-15T20:33:48.897119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-15T20:33:48.906932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-15T20:33:48.907251] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-15T20:33:48.908018] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-15T20:33:48.908069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:48.908100] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:48.908127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:48.908183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:48.963102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:48.963700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:48.963776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:48.963808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:49.083816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:49.083958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:49.083996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:49.084024] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:49.087296] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-15T20:33:49.087557] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-15T20:33:49.087695] [INFO ] [sig       ] UMC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:49.223748] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UMC.txt
[2025-12-15T20:33:49.223867] [INFO ] [sig       ] [3301/3591] Completed UMC in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-15T20:33:49.223906] [INFO ] [sig       ] [3302/3591] Forecasting UMH...
[2025-12-15T20:33:49.223936] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-15T20:33:49.223965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-15T20:33:49.234247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-15T20:33:49.234597] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-15T20:33:49.235337] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-15T20:33:49.235387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:49.235419] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:49.235445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:49.235501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:49.290254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:49.290857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:49.290932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:49.290963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:49.407134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:49.407285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:49.407323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:49.407370] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:49.410677] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2025-12-15T20:33:49.410941] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-15T20:33:49.411061] [INFO ] [sig       ] UMH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:49.549735] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UMH.txt
[2025-12-15T20:33:49.549864] [INFO ] [sig       ] [3302/3591] Completed UMH in 0.3s | 2.94 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-15T20:33:49.549902] [INFO ] [sig       ] [3303/3591] Forecasting UMMA...
[2025-12-15T20:33:49.549931] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-15T20:33:49.549961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-15T20:33:49.560147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-15T20:33:49.560493] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-15T20:33:49.561287] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-15T20:33:49.561339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:49.561369] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:49.561395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:49.561450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:49.618793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:49.619528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:49.619646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:49.619689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:49.736058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:49.736204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:49.736242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:49.736307] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:49.739777] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-12-15T20:33:49.740051] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-15T20:33:49.740175] [INFO ] [sig       ] UMMA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:49.879105] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UMMA.txt
[2025-12-15T20:33:49.879233] [INFO ] [sig       ] [3303/3591] Completed UMMA in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:49.879272] [INFO ] [sig       ] [3304/3591] Forecasting UNCY...
[2025-12-15T20:33:49.879302] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-15T20:33:49.879332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-15T20:33:49.890211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-15T20:33:49.890650] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-15T20:33:49.891472] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-15T20:33:49.891526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:49.891558] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:49.891607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:49.891665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:49.947964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:49.948911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:49.949029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:49.949082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:50.066558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:50.066746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:50.066816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:50.066851] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:50.070375] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=22.99%)
[2025-12-15T20:33:50.070702] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-15T20:33:50.070848] [INFO ] [sig       ] UNCY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:50.210728] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UNCY.txt
[2025-12-15T20:33:50.210893] [INFO ] [sig       ] [3304/3591] Completed UNCY in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:50.210934] [INFO ] [sig       ] [3305/3591] Forecasting UNF...
[2025-12-15T20:33:50.210965] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-15T20:33:50.210994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-15T20:33:50.221107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-15T20:33:50.221464] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-15T20:33:50.222286] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-15T20:33:50.222338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:50.222370] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:50.222398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:50.222456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:50.279973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:50.280807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:50.280889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:50.280922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:50.401354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:50.401497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:50.401535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:50.401564] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:50.404853] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=56.95%)
[2025-12-15T20:33:50.405118] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-15T20:33:50.405236] [INFO ] [sig       ] UNF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:50.545435] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UNF.txt
[2025-12-15T20:33:50.545595] [INFO ] [sig       ] [3305/3591] Completed UNF in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:50.545641] [INFO ] [sig       ] [3306/3591] Forecasting UNFI...
[2025-12-15T20:33:50.545671] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-15T20:33:50.545701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-15T20:33:50.555142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-15T20:33:50.555440] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-15T20:33:50.556294] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-15T20:33:50.556347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:50.556378] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:50.556405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:50.556476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:50.614549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:50.615285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:50.615367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:50.615400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:50.737757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:50.737904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:50.737943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:50.737972] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:50.741324] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-12-15T20:33:50.741613] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-15T20:33:50.741737] [INFO ] [sig       ] UNFI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:50.879674] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UNFI.txt
[2025-12-15T20:33:50.879810] [INFO ] [sig       ] [3306/3591] Completed UNFI in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:50.879851] [INFO ] [sig       ] [3307/3591] Forecasting UNH...
[2025-12-15T20:33:50.879880] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-15T20:33:50.879910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-15T20:33:50.889837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-15T20:33:50.890201] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-15T20:33:50.891001] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-15T20:33:50.891051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:50.891083] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:50.891109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:50.891166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:50.948794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:50.949458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:50.949538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:50.949587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:51.066719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:51.066838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:51.066877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:51.066905] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:51.070308] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-15T20:33:51.070597] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-15T20:33:51.070725] [INFO ] [sig       ] UNH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:51.206884] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UNH.txt
[2025-12-15T20:33:51.207062] [INFO ] [sig       ] [3307/3591] Completed UNH in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:51.207133] [INFO ] [sig       ] [3308/3591] Forecasting UNM...
[2025-12-15T20:33:51.207182] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-15T20:33:51.207241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-15T20:33:51.216886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-15T20:33:51.217203] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-15T20:33:51.217993] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-15T20:33:51.218059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:51.218091] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:51.218118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:51.218174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:51.274548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:51.275287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:51.275368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:51.275401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:51.393730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:51.393870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:51.393908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:51.393936] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:51.397220] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-15T20:33:51.397487] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-15T20:33:51.397632] [INFO ] [sig       ] UNM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:51.540568] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UNM.txt
[2025-12-15T20:33:51.540769] [INFO ] [sig       ] [3308/3591] Completed UNM in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:51.540813] [INFO ] [sig       ] [3309/3591] Forecasting UNMA...
[2025-12-15T20:33:51.540844] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-15T20:33:51.540875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-15T20:33:51.551182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-15T20:33:51.551546] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-15T20:33:51.552384] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-15T20:33:51.552438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:51.552470] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:51.552497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:51.552555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:51.610330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:51.611225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:51.611309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:51.611343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:51.721113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:51.721267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:51.721307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:51.721336] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:51.724718] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=72.84%)
[2025-12-15T20:33:51.724996] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-15T20:33:51.725121] [INFO ] [sig       ] UNMA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:51.870164] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UNMA.txt
[2025-12-15T20:33:51.870309] [INFO ] [sig       ] [3309/3591] Completed UNMA in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:51.870350] [INFO ] [sig       ] [3310/3591] Forecasting UNP...
[2025-12-15T20:33:51.870379] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-15T20:33:51.870408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-15T20:33:51.885133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-15T20:33:51.885622] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-15T20:33:51.886764] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-15T20:33:51.886834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:51.886885] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:51.886931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:51.887025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:51.951518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:51.952403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:51.952527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:51.952562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:52.073241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:52.073391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:52.073431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:52.073460] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:52.076779] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=45.68%)
[2025-12-15T20:33:52.077045] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-15T20:33:52.077163] [INFO ] [sig       ] UNP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:52.215167] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UNP.txt
[2025-12-15T20:33:52.215302] [INFO ] [sig       ] [3310/3591] Completed UNP in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:52.215344] [INFO ] [sig       ] [3311/3591] Forecasting UNTY...
[2025-12-15T20:33:52.215374] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-15T20:33:52.215404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-15T20:33:52.225256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-15T20:33:52.225553] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-15T20:33:52.226328] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-15T20:33:52.226378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:52.226409] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:52.226436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:52.226492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:52.283440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:52.284125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:52.284202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:52.284234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:52.402614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:52.402763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:52.402802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:52.402831] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:52.406091] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-15T20:33:52.406355] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-15T20:33:52.406474] [INFO ] [sig       ] UNTY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:52.545793] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UNTY.txt
[2025-12-15T20:33:52.545928] [INFO ] [sig       ] [3311/3591] Completed UNTY in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:52.545969] [INFO ] [sig       ] [3312/3591] Forecasting UONE...
[2025-12-15T20:33:52.546000] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-15T20:33:52.546029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-15T20:33:52.555536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-15T20:33:52.555889] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-15T20:33:52.556657] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-15T20:33:52.556707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:52.556739] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:52.556765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:52.556820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:52.613024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:52.613727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:52.613806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:52.613838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:52.721122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:52.721272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:52.721311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:52.721339] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:52.724617] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=47.35%)
[2025-12-15T20:33:52.724910] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-15T20:33:52.725030] [INFO ] [sig       ] UONE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:52.863174] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UONE.txt
[2025-12-15T20:33:52.863304] [INFO ] [sig       ] [3312/3591] Completed UONE in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:52.863344] [INFO ] [sig       ] [3313/3591] Forecasting UPBD...
[2025-12-15T20:33:52.863375] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-15T20:33:52.863404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-15T20:33:52.873526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-15T20:33:52.873896] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-15T20:33:52.874717] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-15T20:33:52.874778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:52.874813] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:52.874839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:52.874895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:52.931707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:52.932447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:52.932528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:52.932560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:53.055334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:53.055485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:53.055523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:53.055552] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:53.058838] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-12-15T20:33:53.059155] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-15T20:33:53.059275] [INFO ] [sig       ] UPBD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:53.198256] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UPBD.txt
[2025-12-15T20:33:53.198408] [INFO ] [sig       ] [3313/3591] Completed UPBD in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:53.198449] [INFO ] [sig       ] [3314/3591] Forecasting UPC...
[2025-12-15T20:33:53.198478] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-15T20:33:53.198508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-15T20:33:53.207798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-15T20:33:53.208142] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-15T20:33:53.209120] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-15T20:33:53.209204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:53.209251] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:53.209279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:53.209337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:53.264742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:53.265529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:53.265630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:53.265666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:53.377032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:53.377179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:53.377218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:53.377247] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:53.380493] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-15T20:33:53.380777] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-15T20:33:53.380899] [INFO ] [sig       ] UPC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:53.520375] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UPC.txt
[2025-12-15T20:33:53.520527] [INFO ] [sig       ] [3314/3591] Completed UPC in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:53.520595] [INFO ] [sig       ] [3315/3591] Forecasting UPLD...
[2025-12-15T20:33:53.520640] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-15T20:33:53.520682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-15T20:33:53.530202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-15T20:33:53.530564] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-15T20:33:53.531382] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-15T20:33:53.531433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:53.531463] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:53.531489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:53.531545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:53.586813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:53.587497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:53.587595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:53.587630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:53.706685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:53.706856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:53.706897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:53.706926] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:53.710606] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-15T20:33:53.710915] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-15T20:33:53.711041] [INFO ] [sig       ] UPLD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:53.854525] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UPLD.txt
[2025-12-15T20:33:53.854692] [INFO ] [sig       ] [3315/3591] Completed UPLD in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:53.854739] [INFO ] [sig       ] [3316/3591] Forecasting UPS...
[2025-12-15T20:33:53.854783] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-15T20:33:53.854829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-15T20:33:53.865564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-15T20:33:53.865961] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-15T20:33:53.866765] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-15T20:33:53.866815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:53.866848] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:53.866874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:53.866929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:53.924995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:53.925862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:53.925945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:53.925978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:54.055483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:54.055662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:54.055705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:54.055734] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:54.059217] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-15T20:33:54.059554] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-15T20:33:54.059707] [INFO ] [sig       ] UPS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:54.208196] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UPS.txt
[2025-12-15T20:33:54.208338] [INFO ] [sig       ] [3316/3591] Completed UPS in 0.4s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:54.208380] [INFO ] [sig       ] [3317/3591] Forecasting UPWK...
[2025-12-15T20:33:54.208409] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-15T20:33:54.208437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-15T20:33:54.219601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-15T20:33:54.219957] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-15T20:33:54.220731] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-15T20:33:54.220782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:54.220842] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:54.220870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:54.220926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:54.277769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:54.278618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:54.278714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:54.278753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:54.400088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:54.400232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:54.400270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:54.400297] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:54.403570] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=70.75%)
[2025-12-15T20:33:54.403857] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-15T20:33:54.403974] [INFO ] [sig       ] UPWK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:54.542491] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UPWK.txt
[2025-12-15T20:33:54.542632] [INFO ] [sig       ] [3317/3591] Completed UPWK in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-15T20:33:54.542672] [INFO ] [sig       ] [3318/3591] Forecasting UPXI...
[2025-12-15T20:33:54.542702] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-15T20:33:54.542730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-15T20:33:54.553768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-15T20:33:54.554111] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-15T20:33:54.554936] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-15T20:33:54.554988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:54.555019] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:54.555045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:54.555100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:54.611301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:54.612112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:54.612190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:54.612221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:54.727538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:54.727709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:54.727756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:54.727791] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:54.731094] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=77.56%)
[2025-12-15T20:33:54.731356] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-15T20:33:54.731473] [INFO ] [sig       ] UPXI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:54.870499] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UPXI.txt
[2025-12-15T20:33:54.870674] [INFO ] [sig       ] [3318/3591] Completed UPXI in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-15T20:33:54.870716] [INFO ] [sig       ] [3319/3591] Forecasting URBN...
[2025-12-15T20:33:54.870747] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-15T20:33:54.870964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-15T20:33:54.882269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-15T20:33:54.882748] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-15T20:33:54.883564] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-15T20:33:54.883659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:54.883702] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:54.883735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:54.883805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:54.941107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:54.942064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:54.942151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:54.942183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:55.068421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:55.068617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:55.068658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:55.068687] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:55.072244] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: UP (p=66.01%)
[2025-12-15T20:33:55.072531] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-15T20:33:55.072680] [INFO ] [sig       ] URBN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:55.215513] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/URBN.txt
[2025-12-15T20:33:55.215709] [INFO ] [sig       ] [3319/3591] Completed URBN in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-15T20:33:55.215754] [INFO ] [sig       ] [3320/3591] Forecasting URGN...
[2025-12-15T20:33:55.215784] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-15T20:33:55.215814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-15T20:33:55.227310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-15T20:33:55.227698] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-15T20:33:55.228471] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-15T20:33:55.228522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:55.228553] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:55.228612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:55.228671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:55.285384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:55.285998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:55.286076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:55.286108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:55.406310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:55.406458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:55.406495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:55.406557] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:55.409908] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2025-12-15T20:33:55.410171] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-15T20:33:55.410288] [INFO ] [sig       ] URGN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:55.546680] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/URGN.txt
[2025-12-15T20:33:55.546788] [INFO ] [sig       ] [3320/3591] Completed URGN in 0.3s | 2.94 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-15T20:33:55.546825] [INFO ] [sig       ] [3321/3591] Forecasting URI...
[2025-12-15T20:33:55.546855] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-15T20:33:55.546885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-15T20:33:55.556999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-15T20:33:55.557302] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-15T20:33:55.558090] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-15T20:33:55.558140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:55.558171] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:55.558197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:55.558252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:55.613187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:55.613807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:55.613884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:55.613915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:55.736258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:55.736405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:55.736442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:55.736470] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:55.739786] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2025-12-15T20:33:55.740052] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-15T20:33:55.740174] [INFO ] [sig       ] URI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:55.878895] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/URI.txt
[2025-12-15T20:33:55.879077] [INFO ] [sig       ] [3321/3591] Completed URI in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:55.879124] [INFO ] [sig       ] [3322/3591] Forecasting URNJ...
[2025-12-15T20:33:55.879155] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-15T20:33:55.879183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-15T20:33:55.892382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-15T20:33:55.892891] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-15T20:33:55.893806] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-15T20:33:55.893863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:55.893899] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:55.893931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:55.894004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:55.959412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:55.960315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:55.960400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:55.960432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:56.091808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:56.091962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:56.092001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:56.092031] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:56.095405] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=94.03%)
[2025-12-15T20:33:56.095717] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-15T20:33:56.095844] [INFO ] [sig       ] URNJ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:56.242522] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/URNJ.txt
[2025-12-15T20:33:56.242723] [INFO ] [sig       ] [3322/3591] Completed URNJ in 0.4s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:56.242786] [INFO ] [sig       ] [3323/3591] Forecasting UROY...
[2025-12-15T20:33:56.242824] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-15T20:33:56.242860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-15T20:33:56.253045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-15T20:33:56.253396] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-15T20:33:56.254210] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-15T20:33:56.254262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:56.254293] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:56.254318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:56.254373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:56.309405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:56.310110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:56.310193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:56.310225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:56.435761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:56.435920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:56.435959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:56.435987] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:56.439312] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: DOWN (p=19.22%)
[2025-12-15T20:33:56.439643] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-15T20:33:56.439784] [INFO ] [sig       ] UROY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:56.576437] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UROY.txt
[2025-12-15T20:33:56.576594] [INFO ] [sig       ] [3323/3591] Completed UROY in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:56.576636] [INFO ] [sig       ] [3324/3591] Forecasting USA...
[2025-12-15T20:33:56.576665] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-15T20:33:56.576696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-15T20:33:56.586380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-15T20:33:56.586761] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-15T20:33:56.587511] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-15T20:33:56.587561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:56.587619] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:56.587646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:56.587702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:56.642123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:56.642950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:56.643033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:56.643064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:56.760730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:56.760872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:56.760918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:56.760947] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:56.764306] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-15T20:33:56.764601] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-15T20:33:56.764740] [INFO ] [sig       ] USA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:56.904961] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/USA.txt
[2025-12-15T20:33:56.905092] [INFO ] [sig       ] [3324/3591] Completed USA in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:56.905133] [INFO ] [sig       ] [3325/3591] Forecasting USAC...
[2025-12-15T20:33:56.905161] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-15T20:33:56.905191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-15T20:33:56.915889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-15T20:33:56.916311] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-15T20:33:56.917144] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-15T20:33:56.917196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:56.917227] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:56.917254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:56.917309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:56.973005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:56.973817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:56.973903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:56.973936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:57.092496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:57.092664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:57.092704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:57.092737] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:57.096233] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-15T20:33:57.096533] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-15T20:33:57.096686] [INFO ] [sig       ] USAC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:57.237634] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/USAC.txt
[2025-12-15T20:33:57.237797] [INFO ] [sig       ] [3325/3591] Completed USAC in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:57.237847] [INFO ] [sig       ] [3326/3591] Forecasting USB...
[2025-12-15T20:33:57.237883] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-15T20:33:57.237919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-15T20:33:57.247984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-15T20:33:57.248311] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-15T20:33:57.249129] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-15T20:33:57.249182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:57.249214] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:57.249240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:57.249297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:57.304675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:57.305545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:57.305647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:57.305681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:57.425220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:57.425386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:57.425467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:57.425498] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:57.428925] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-12-15T20:33:57.429229] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-15T20:33:57.429354] [INFO ] [sig       ] USB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:57.569595] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/USB.txt
[2025-12-15T20:33:57.569732] [INFO ] [sig       ] [3326/3591] Completed USB in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:57.569772] [INFO ] [sig       ] [3327/3591] Forecasting USCB...
[2025-12-15T20:33:57.569807] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-15T20:33:57.569839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-15T20:33:57.579557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-15T20:33:57.579943] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-15T20:33:57.580756] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-15T20:33:57.580808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:57.580840] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:57.580869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:57.580926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:57.635566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:57.636204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:57.636323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:57.636369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:57.745802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:57.745964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:57.746006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:57.746034] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:57.749551] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=66.53%)
[2025-12-15T20:33:57.749893] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-15T20:33:57.750029] [INFO ] [sig       ] USCB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:57.893539] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/USCB.txt
[2025-12-15T20:33:57.893716] [INFO ] [sig       ] [3327/3591] Completed USCB in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:57.893759] [INFO ] [sig       ] [3328/3591] Forecasting USDX...
[2025-12-15T20:33:57.893795] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-15T20:33:57.893826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-15T20:33:57.903777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-15T20:33:57.904159] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-15T20:33:57.904973] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-15T20:33:57.905025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:57.905057] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:57.905085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:57.905143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:57.965600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:57.966518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:57.966635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:57.966672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:58.071248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:58.071404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:58.071444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:58.071473] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:58.074788] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-15T20:33:58.075064] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-15T20:33:58.075187] [INFO ] [sig       ] USDX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:58.222537] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/USDX.txt
[2025-12-15T20:33:58.222717] [INFO ] [sig       ] [3328/3591] Completed USDX in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:58.222773] [INFO ] [sig       ] [3329/3591] Forecasting USEA...
[2025-12-15T20:33:58.222806] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-15T20:33:58.222836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-15T20:33:58.233225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-15T20:33:58.233670] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-15T20:33:58.234541] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-15T20:33:58.234627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:58.234671] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:58.234698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:58.234754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:58.292461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:58.293294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:58.293378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:58.293411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:58.408440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:58.408606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:58.408648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:58.408679] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:58.412170] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-12-15T20:33:58.412442] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-15T20:33:58.412565] [INFO ] [sig       ] USEA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:58.554286] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/USEA.txt
[2025-12-15T20:33:58.554413] [INFO ] [sig       ] [3329/3591] Completed USEA in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:58.554452] [INFO ] [sig       ] [3330/3591] Forecasting USFD...
[2025-12-15T20:33:58.554483] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-15T20:33:58.554512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-15T20:33:58.563921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-15T20:33:58.564214] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-15T20:33:58.564987] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-15T20:33:58.565037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:58.565083] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:58.565110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:58.565165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:58.622459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:58.623208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:58.623288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:58.623322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:58.748480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:58.748641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:58.748682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:58.748711] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:58.752170] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-12-15T20:33:58.752440] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-15T20:33:58.752561] [INFO ] [sig       ] USFD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:58.896553] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/USFD.txt
[2025-12-15T20:33:58.896710] [INFO ] [sig       ] [3330/3591] Completed USFD in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:58.896750] [INFO ] [sig       ] [3331/3591] Forecasting USGO...
[2025-12-15T20:33:58.896781] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-15T20:33:58.896811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-15T20:33:58.906448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-15T20:33:58.906809] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-15T20:33:58.907636] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-15T20:33:58.907688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:58.907720] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:58.907747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:58.907804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:58.965445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:58.966055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:58.966132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:58.966163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:59.083216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:59.083354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:59.083392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:59.083421] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:59.086773] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-12-15T20:33:59.087074] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-15T20:33:59.087196] [INFO ] [sig       ] USGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:33:59.232804] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/USGO.txt
[2025-12-15T20:33:59.232954] [INFO ] [sig       ] [3331/3591] Completed USGO in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:59.232993] [INFO ] [sig       ] [3332/3591] Forecasting USIG...
[2025-12-15T20:33:59.233025] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-15T20:33:59.233054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-15T20:33:59.243094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-15T20:33:59.243489] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-15T20:33:59.244313] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-15T20:33:59.244366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:59.244399] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:59.244428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:59.244486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:59.300385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:59.301241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:59.301320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:59.301353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:59.430524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:59.430695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:59.430738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:59.430768] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:59.434189] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=76.83%)
[2025-12-15T20:33:59.434460] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-15T20:33:59.434601] [INFO ] [sig       ] USIG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:59.574156] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/USIG.txt
[2025-12-15T20:33:59.574289] [INFO ] [sig       ] [3332/3591] Completed USIG in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:59.574328] [INFO ] [sig       ] [3333/3591] Forecasting USIO...
[2025-12-15T20:33:59.574358] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-15T20:33:59.574387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-15T20:33:59.584947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-15T20:33:59.585337] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-15T20:33:59.586148] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-15T20:33:59.586201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:59.586235] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:59.586262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:59.586318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:59.643468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:59.644363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:59.644447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:59.644480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:33:59.759605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:33:59.759762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:33:59.759810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:33:59.759846] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:33:59.763227] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-15T20:33:59.763517] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-15T20:33:59.763666] [INFO ] [sig       ] USIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:33:59.907235] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/USIO.txt
[2025-12-15T20:33:59.907378] [INFO ] [sig       ] [3333/3591] Completed USIO in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:33:59.907417] [INFO ] [sig       ] [3334/3591] Forecasting USLM...
[2025-12-15T20:33:59.907455] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-15T20:33:59.907485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-15T20:33:59.918211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-15T20:33:59.918556] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-15T20:33:59.919363] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-15T20:33:59.919414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:33:59.919471] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:33:59.919498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:33:59.919555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:33:59.975237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:33:59.975967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:33:59.976045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:33:59.976077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:00.091219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:00.091373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:00.091415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:00.091444] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:00.094787] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=65.62%)
[2025-12-15T20:34:00.095050] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-15T20:34:00.095174] [INFO ] [sig       ] USLM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:00.236440] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/USLM.txt
[2025-12-15T20:34:00.236567] [INFO ] [sig       ] [3334/3591] Completed USLM in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:34:00.236626] [INFO ] [sig       ] [3335/3591] Forecasting USMC...
[2025-12-15T20:34:00.236657] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-15T20:34:00.236688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-15T20:34:00.246639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-15T20:34:00.246933] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-15T20:34:00.247714] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-15T20:34:00.247766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:00.247797] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:00.247825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:00.247883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:00.303469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:00.304108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:00.304186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:00.304218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:00.418311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:00.418463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:00.418509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:00.418539] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:00.421934] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2025-12-15T20:34:00.422206] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-15T20:34:00.422327] [INFO ] [sig       ] USMC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:00.570437] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/USMC.txt
[2025-12-15T20:34:00.570592] [INFO ] [sig       ] [3335/3591] Completed USMC in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-15T20:34:00.570635] [INFO ] [sig       ] [3336/3591] Forecasting USOI...
[2025-12-15T20:34:00.570664] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-15T20:34:00.570694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-15T20:34:00.580717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-15T20:34:00.581064] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-15T20:34:00.581831] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-15T20:34:00.581884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:00.581915] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:00.581942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:00.581998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:00.638504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:00.639139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:00.639217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:00.639250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:00.759448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:00.759611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:00.759657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:00.759685] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:00.763010] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2025-12-15T20:34:00.763271] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-15T20:34:00.763391] [INFO ] [sig       ] USOI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:00.905659] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/USOI.txt
[2025-12-15T20:34:00.905791] [INFO ] [sig       ] [3336/3591] Completed USOI in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-15T20:34:00.905833] [INFO ] [sig       ] [3337/3591] Forecasting USOY...
[2025-12-15T20:34:00.905869] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-15T20:34:00.905901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-15T20:34:00.916796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-15T20:34:00.917107] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-15T20:34:00.917862] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-15T20:34:00.917913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:00.917945] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:00.917972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:00.918029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:00.973850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:00.974591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:00.974668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:00.974700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:01.091469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:01.091634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:01.091680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:01.091759] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:01.095019] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-15T20:34:01.095286] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-15T20:34:01.095404] [INFO ] [sig       ] USOY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:01.233186] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/USOY.txt
[2025-12-15T20:34:01.233342] [INFO ] [sig       ] [3337/3591] Completed USOY in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-15T20:34:01.233383] [INFO ] [sig       ] [3338/3591] Forecasting USTB...
[2025-12-15T20:34:01.233413] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-15T20:34:01.233444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-15T20:34:01.243276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-15T20:34:01.243595] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-15T20:34:01.244337] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-15T20:34:01.244389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:01.244420] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:01.244447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:01.244503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:01.302419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:01.303076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:01.303150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:01.303189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:01.417845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:01.417994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:01.418033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:01.418063] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:01.421401] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=62.57%)
[2025-12-15T20:34:01.421683] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-15T20:34:01.421802] [INFO ] [sig       ] USTB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:01.564716] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/USTB.txt
[2025-12-15T20:34:01.564874] [INFO ] [sig       ] [3338/3591] Completed USTB in 0.3s | 2.94 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-15T20:34:01.564914] [INFO ] [sig       ] [3339/3591] Forecasting USVM...
[2025-12-15T20:34:01.564945] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-15T20:34:01.564974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-15T20:34:01.575293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-15T20:34:01.575738] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-15T20:34:01.576511] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-15T20:34:01.576564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:01.576615] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:01.576643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:01.576699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:01.635737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:01.636661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:01.636764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:01.636801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:01.759857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:01.760036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:01.760078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:01.760108] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:01.764477] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-15T20:34:01.764804] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-15T20:34:01.764940] [INFO ] [sig       ] USVM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:01.908177] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/USVM.txt
[2025-12-15T20:34:01.908315] [INFO ] [sig       ] [3339/3591] Completed USVM in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:01.908370] [INFO ] [sig       ] [3340/3591] Forecasting USXF...
[2025-12-15T20:34:01.908400] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-15T20:34:01.908431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-15T20:34:01.918894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-15T20:34:01.919295] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-15T20:34:01.920072] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-15T20:34:01.920124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:01.920155] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:01.920181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:01.920237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:01.975683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:01.976385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:01.976468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:01.976501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:02.091370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:02.091525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:02.091564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:02.091613] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:02.094946] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-12-15T20:34:02.095250] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-15T20:34:02.095386] [INFO ] [sig       ] USXF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:02.230902] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/USXF.txt
[2025-12-15T20:34:02.231044] [INFO ] [sig       ] [3340/3591] Completed USXF in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:02.231085] [INFO ] [sig       ] [3341/3591] Forecasting UTEN...
[2025-12-15T20:34:02.231115] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-15T20:34:02.231144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-15T20:34:02.240808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-15T20:34:02.241143] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-15T20:34:02.241914] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-15T20:34:02.241967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:02.241998] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:02.242049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:02.242107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:02.297219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:02.297847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:02.297922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:02.297954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:02.422594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:02.422754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:02.422802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:02.422830] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:02.426287] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2025-12-15T20:34:02.426596] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-15T20:34:02.426736] [INFO ] [sig       ] UTEN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:02.565447] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UTEN.txt
[2025-12-15T20:34:02.565618] [INFO ] [sig       ] [3341/3591] Completed UTEN in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:02.565671] [INFO ] [sig       ] [3342/3591] Forecasting UTF...
[2025-12-15T20:34:02.565704] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-15T20:34:02.565734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-15T20:34:02.578025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-15T20:34:02.578461] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-15T20:34:02.579628] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-15T20:34:02.579699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:02.579752] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:02.579800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:02.579895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:02.639159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:02.640061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:02.640184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:02.640221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:02.763503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:02.763677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:02.763719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:02.763748] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:02.767225] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-15T20:34:02.767535] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-15T20:34:02.767695] [INFO ] [sig       ] UTF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:02.911633] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UTF.txt
[2025-12-15T20:34:02.911774] [INFO ] [sig       ] [3342/3591] Completed UTF in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:02.911815] [INFO ] [sig       ] [3343/3591] Forecasting UTI...
[2025-12-15T20:34:02.911844] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-15T20:34:02.911874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-15T20:34:02.922643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-15T20:34:02.923023] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-15T20:34:02.923849] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-15T20:34:02.923906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:02.923938] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:02.923964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:02.924021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:02.979867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:02.980679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:02.980763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:02.980795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:03.103055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:03.103215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:03.103253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:03.103282] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:03.106670] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=26.85%)
[2025-12-15T20:34:03.106985] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-15T20:34:03.107125] [INFO ] [sig       ] UTI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:03.250011] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UTI.txt
[2025-12-15T20:34:03.250155] [INFO ] [sig       ] [3343/3591] Completed UTI in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:03.250195] [INFO ] [sig       ] [3344/3591] Forecasting UTL...
[2025-12-15T20:34:03.250224] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-15T20:34:03.250255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-15T20:34:03.259848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-15T20:34:03.260171] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-15T20:34:03.260978] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-15T20:34:03.261029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:03.261060] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:03.261085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:03.261140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:03.317533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:03.318193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:03.318299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:03.318333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:03.438218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:03.438369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:03.438408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:03.438437] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:03.441778] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-15T20:34:03.442045] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-15T20:34:03.442162] [INFO ] [sig       ] UTL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:03.581863] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UTL.txt
[2025-12-15T20:34:03.582021] [INFO ] [sig       ] [3344/3591] Completed UTL in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:03.582062] [INFO ] [sig       ] [3345/3591] Forecasting UTMD...
[2025-12-15T20:34:03.582092] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-15T20:34:03.582127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-15T20:34:03.591747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-15T20:34:03.592116] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-15T20:34:03.592914] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-15T20:34:03.592976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:03.593015] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:03.593043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:03.593099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:03.664669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:03.665538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:03.665641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:03.665676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:03.781452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:03.781627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:03.781668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:03.781697] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:03.785086] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-15T20:34:03.785365] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-15T20:34:03.785488] [INFO ] [sig       ] UTMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:03.926745] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UTMD.txt
[2025-12-15T20:34:03.926893] [INFO ] [sig       ] [3345/3591] Completed UTMD in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:03.926938] [INFO ] [sig       ] [3346/3591] Forecasting UTWO...
[2025-12-15T20:34:03.926967] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-15T20:34:03.926997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-15T20:34:03.937727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-15T20:34:03.938085] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-15T20:34:03.938858] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-15T20:34:03.938914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:03.938958] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:03.939026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:03.939088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:03.995069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:03.995725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:03.995814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:03.995854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:04.118253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:04.118411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:04.118453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:04.118484] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:04.121910] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: DOWN (p=42.75%)
[2025-12-15T20:34:04.122210] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-15T20:34:04.122333] [INFO ] [sig       ] UTWO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:04.272280] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UTWO.txt
[2025-12-15T20:34:04.272422] [INFO ] [sig       ] [3346/3591] Completed UTWO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:04.272465] [INFO ] [sig       ] [3347/3591] Forecasting UTZ...
[2025-12-15T20:34:04.272496] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-15T20:34:04.272527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-15T20:34:04.283430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-15T20:34:04.283846] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-15T20:34:04.284815] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-15T20:34:04.284869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:04.284902] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:04.284930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:04.284990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:04.342601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:04.343423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:04.343511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:04.343545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:04.476860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:04.477027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:04.477067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:04.477098] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:04.480600] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-12-15T20:34:04.480877] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-15T20:34:04.481024] [INFO ] [sig       ] UTZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:04.622492] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UTZ.txt
[2025-12-15T20:34:04.622676] [INFO ] [sig       ] [3347/3591] Completed UTZ in 0.4s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:04.622738] [INFO ] [sig       ] [3348/3591] Forecasting UVE...
[2025-12-15T20:34:04.622769] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-15T20:34:04.622801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-15T20:34:04.632937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-15T20:34:04.633250] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-15T20:34:04.634059] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-15T20:34:04.634111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:04.634144] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:04.634171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:04.634228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:04.692423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:04.693184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:04.693266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:04.693299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:04.813631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:04.813761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:04.813801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:04.813831] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:04.817159] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=55.07%)
[2025-12-15T20:34:04.817427] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-15T20:34:04.817547] [INFO ] [sig       ] UVE: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:04.961409] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UVE.txt
[2025-12-15T20:34:04.961585] [INFO ] [sig       ] [3348/3591] Completed UVE in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:04.961630] [INFO ] [sig       ] [3349/3591] Forecasting UVSP...
[2025-12-15T20:34:04.961661] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-15T20:34:04.961691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-15T20:34:04.972195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-15T20:34:04.972530] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-15T20:34:04.973353] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-15T20:34:04.973405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:04.973436] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:04.973462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:04.973518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:05.029056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:05.029694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:05.029779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:05.029812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:05.147406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:05.147544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:05.147597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:05.147627] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:05.150893] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-15T20:34:05.151153] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-15T20:34:05.151272] [INFO ] [sig       ] UVSP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:05.289250] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UVSP.txt
[2025-12-15T20:34:05.289378] [INFO ] [sig       ] [3349/3591] Completed UVSP in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:05.289417] [INFO ] [sig       ] [3350/3591] Forecasting UWMC...
[2025-12-15T20:34:05.289446] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-15T20:34:05.289474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-15T20:34:05.299337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-15T20:34:05.299697] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-15T20:34:05.300487] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-15T20:34:05.300538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:05.300598] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:05.300636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:05.300695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:05.358414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:05.359070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:05.359148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:05.359181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:05.479138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:05.479270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:05.479307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:05.479335] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:05.482602] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-15T20:34:05.482863] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-15T20:34:05.482981] [INFO ] [sig       ] UWMC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:05.622047] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UWMC.txt
[2025-12-15T20:34:05.622185] [INFO ] [sig       ] [3350/3591] Completed UWMC in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:05.622230] [INFO ] [sig       ] [3351/3591] Forecasting UXIN...
[2025-12-15T20:34:05.622259] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-15T20:34:05.622288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-15T20:34:05.632031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-15T20:34:05.632370] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-15T20:34:05.633166] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-15T20:34:05.633218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:05.633287] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:05.633327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:05.633410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:05.689062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:05.689704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:05.689779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:05.689811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:05.803173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:05.803294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:05.803332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:05.803360] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:05.806610] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-15T20:34:05.806881] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-15T20:34:05.807004] [INFO ] [sig       ] UXIN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:05.945658] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UXIN.txt
[2025-12-15T20:34:05.945778] [INFO ] [sig       ] [3351/3591] Completed UXIN in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:05.945817] [INFO ] [sig       ] [3352/3591] Forecasting UYLD...
[2025-12-15T20:34:05.945845] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-15T20:34:05.945874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-15T20:34:05.955451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-15T20:34:05.955789] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-15T20:34:05.956524] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-15T20:34:05.956598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:05.956635] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:05.956662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:05.956733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:06.012408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:06.013018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:06.013093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:06.013125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:06.119582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:06.119718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:06.119756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:06.119785] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:06.123085] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-15T20:34:06.123351] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-15T20:34:06.123471] [INFO ] [sig       ] UYLD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:06.262069] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/UYLD.txt
[2025-12-15T20:34:06.262224] [INFO ] [sig       ] [3352/3591] Completed UYLD in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:06.262265] [INFO ] [sig       ] [3353/3591] Forecasting UZE...
[2025-12-15T20:34:06.262295] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-15T20:34:06.262324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-15T20:34:06.271985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-15T20:34:06.272290] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-15T20:34:06.273064] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-15T20:34:06.273116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:06.273148] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:06.273175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:06.273231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:06.332185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:06.332870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:06.332966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:06.333006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:06.440247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:06.440390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:06.440429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:06.440458] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:06.443751] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-12-15T20:34:06.444017] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-15T20:34:06.444138] [INFO ] [sig       ] UZE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:06.582556] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/UZE.txt
[2025-12-15T20:34:06.582693] [INFO ] [sig       ] [3353/3591] Completed UZE in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-15T20:34:06.582732] [INFO ] [sig       ] [3354/3591] Forecasting VAC...
[2025-12-15T20:34:06.582761] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-15T20:34:06.582791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-15T20:34:06.593512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-15T20:34:06.593865] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-15T20:34:06.594626] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-15T20:34:06.594691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:06.594723] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:06.594749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:06.594804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:06.650319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:06.650920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:06.650997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:06.651029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:06.768934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:06.769106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:06.769151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:06.769207] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:06.772453] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=59.33%)
[2025-12-15T20:34:06.772735] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-15T20:34:06.772858] [INFO ] [sig       ] VAC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:06.910042] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VAC.txt
[2025-12-15T20:34:06.910160] [INFO ] [sig       ] [3354/3591] Completed VAC in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-15T20:34:06.910199] [INFO ] [sig       ] [3355/3591] Forecasting VAL...
[2025-12-15T20:34:06.910228] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-15T20:34:06.910257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-15T20:34:06.920530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-15T20:34:06.920859] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-15T20:34:06.921618] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-15T20:34:06.921671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:06.921702] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:06.921728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:06.921784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:06.978376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:06.979007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:06.979084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:06.979115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:07.099905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:07.100074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:07.100115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:07.100144] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:07.103767] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=76.88%)
[2025-12-15T20:34:07.104063] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-15T20:34:07.104199] [INFO ] [sig       ] VAL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:07.244341] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VAL.txt
[2025-12-15T20:34:07.244494] [INFO ] [sig       ] [3355/3591] Completed VAL in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-15T20:34:07.244537] [INFO ] [sig       ] [3356/3591] Forecasting VALE...
[2025-12-15T20:34:07.244566] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-15T20:34:07.244616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-15T20:34:07.255272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-15T20:34:07.255649] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-15T20:34:07.256404] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-15T20:34:07.256455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:07.256486] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:07.256511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:07.256567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:07.314175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:07.314825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:07.314905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:07.314938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:07.435523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:07.435690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:07.435732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:07.435763] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:07.439147] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-15T20:34:07.439416] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-15T20:34:07.439538] [INFO ] [sig       ] VALE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:07.577379] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VALE.txt
[2025-12-15T20:34:07.577549] [INFO ] [sig       ] [3356/3591] Completed VALE in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-15T20:34:07.577615] [INFO ] [sig       ] [3357/3591] Forecasting VALN...
[2025-12-15T20:34:07.577653] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-15T20:34:07.577684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-15T20:34:07.587227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-15T20:34:07.587628] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-15T20:34:07.588393] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-15T20:34:07.588445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:07.588476] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:07.588502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:07.588558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:07.646275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:07.647136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:07.647239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:07.647273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:07.755500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:07.755667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:07.755707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:07.755736] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:07.759386] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=70.61%)
[2025-12-15T20:34:07.759708] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-15T20:34:07.759845] [INFO ] [sig       ] VALN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:07.898707] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VALN.txt
[2025-12-15T20:34:07.898865] [INFO ] [sig       ] [3357/3591] Completed VALN in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:07.898912] [INFO ] [sig       ] [3358/3591] Forecasting VANI...
[2025-12-15T20:34:07.898941] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-15T20:34:07.898970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-15T20:34:07.908793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-15T20:34:07.909163] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-15T20:34:07.909927] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-15T20:34:07.909978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:07.910010] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:07.910041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:07.910099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:07.966836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:07.967463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:07.967541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:07.967590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:08.089284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:08.089453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:08.089504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:08.089546] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:08.092942] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-15T20:34:08.093211] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-15T20:34:08.093340] [INFO ] [sig       ] VANI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:08.232684] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VANI.txt
[2025-12-15T20:34:08.232837] [INFO ] [sig       ] [3358/3591] Completed VANI in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:08.232878] [INFO ] [sig       ] [3359/3591] Forecasting VBF...
[2025-12-15T20:34:08.232909] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-15T20:34:08.232939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-15T20:34:08.242778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-15T20:34:08.243085] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-15T20:34:08.243840] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-15T20:34:08.243891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:08.243922] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:08.243949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:08.244013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:08.300859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:08.301513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:08.301607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:08.301644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:08.425209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:08.425384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:08.425434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:08.425463] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:08.429062] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-15T20:34:08.429361] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-15T20:34:08.429490] [INFO ] [sig       ] VBF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:08.569661] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VBF.txt
[2025-12-15T20:34:08.569789] [INFO ] [sig       ] [3359/3591] Completed VBF in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:08.569830] [INFO ] [sig       ] [3360/3591] Forecasting VBNK...
[2025-12-15T20:34:08.569861] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-15T20:34:08.569890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-15T20:34:08.580227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-15T20:34:08.580612] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-15T20:34:08.581432] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-15T20:34:08.581484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:08.581516] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:08.581543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:08.581617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:08.638620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:08.639456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:08.639538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:08.639591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:08.759329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:08.759476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:08.759515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:08.759544] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:08.762950] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2025-12-15T20:34:08.763224] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-15T20:34:08.763346] [INFO ] [sig       ] VBNK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:08.900687] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VBNK.txt
[2025-12-15T20:34:08.900810] [INFO ] [sig       ] [3360/3591] Completed VBNK in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:08.900850] [INFO ] [sig       ] [3361/3591] Forecasting VC...
[2025-12-15T20:34:08.900879] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-15T20:34:08.900908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-15T20:34:08.910872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-15T20:34:08.911234] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-15T20:34:08.912033] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-15T20:34:08.912084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:08.912114] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:08.912141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:08.912197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:08.967845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:08.968528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:08.968649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:08.968682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:09.090827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:09.090985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:09.091049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:09.091087] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:09.094469] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=84.19%)
[2025-12-15T20:34:09.094759] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-15T20:34:09.094884] [INFO ] [sig       ] VC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:09.237122] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VC.txt
[2025-12-15T20:34:09.237315] [INFO ] [sig       ] [3361/3591] Completed VC in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:09.237363] [INFO ] [sig       ] [3362/3591] Forecasting VCEL...
[2025-12-15T20:34:09.237395] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-15T20:34:09.237425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-15T20:34:09.247865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-15T20:34:09.248276] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-15T20:34:09.249216] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-15T20:34:09.249276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:09.249322] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:09.249365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:09.249439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:09.309649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:09.310549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:09.310670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:09.310723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:09.429677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:09.429837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:09.429879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:09.429908] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:09.433331] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-12-15T20:34:09.433630] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-15T20:34:09.433752] [INFO ] [sig       ] VCEL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:09.592860] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VCEL.txt
[2025-12-15T20:34:09.592999] [INFO ] [sig       ] [3362/3591] Completed VCEL in 0.4s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:09.593042] [INFO ] [sig       ] [3363/3591] Forecasting VCRB...
[2025-12-15T20:34:09.593073] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-15T20:34:09.593101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-15T20:34:09.604560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-15T20:34:09.604979] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-15T20:34:09.605853] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-15T20:34:09.605906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:09.605939] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:09.605966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:09.606022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:09.666094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:09.666977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:09.667064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:09.667098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:09.788399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:09.788551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:09.788608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:09.788639] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:09.792020] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-15T20:34:09.792291] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-15T20:34:09.792429] [INFO ] [sig       ] VCRB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:09.929478] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VCRB.txt
[2025-12-15T20:34:09.929644] [INFO ] [sig       ] [3363/3591] Completed VCRB in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:09.929688] [INFO ] [sig       ] [3364/3591] Forecasting VCSH...
[2025-12-15T20:34:09.929718] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-15T20:34:09.929747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-15T20:34:09.939824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-15T20:34:09.940205] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-15T20:34:09.941039] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-15T20:34:09.941103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:09.941142] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:09.941174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:09.941229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:09.995637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:09.996329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:09.996408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:09.996439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:10.125405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:10.125561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:10.125619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:10.125650] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:10.129117] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-15T20:34:10.129398] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-15T20:34:10.129526] [INFO ] [sig       ] VCSH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:10.270343] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VCSH.txt
[2025-12-15T20:34:10.270533] [INFO ] [sig       ] [3364/3591] Completed VCSH in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:10.270611] [INFO ] [sig       ] [3365/3591] Forecasting VECO...
[2025-12-15T20:34:10.270647] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-15T20:34:10.270678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-15T20:34:10.280914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-15T20:34:10.281286] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-15T20:34:10.282120] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-15T20:34:10.282173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:10.282221] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:10.282248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:10.282307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:10.336856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:10.337540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:10.337635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:10.337667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:10.460101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:10.460296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:10.460342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:10.460371] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:10.463974] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-12-15T20:34:10.464268] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-15T20:34:10.464391] [INFO ] [sig       ] VECO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:10.601287] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VECO.txt
[2025-12-15T20:34:10.601419] [INFO ] [sig       ] [3365/3591] Completed VECO in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:10.601458] [INFO ] [sig       ] [3366/3591] Forecasting VEEE...
[2025-12-15T20:34:10.601488] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-15T20:34:10.601518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-15T20:34:10.611622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-15T20:34:10.611955] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-15T20:34:10.612731] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-15T20:34:10.612781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:10.612812] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:10.612839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:10.612895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:10.667749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:10.668493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:10.668589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:10.668624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:10.781788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:10.781934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:10.781972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:10.782001] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:10.785263] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=42.08%)
[2025-12-15T20:34:10.785526] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-15T20:34:10.785661] [INFO ] [sig       ] VEEE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:10.922105] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VEEE.txt
[2025-12-15T20:34:10.922230] [INFO ] [sig       ] [3366/3591] Completed VEEE in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:10.922269] [INFO ] [sig       ] [3367/3591] Forecasting VEL...
[2025-12-15T20:34:10.922298] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-15T20:34:10.922327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-15T20:34:10.932247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-15T20:34:10.932609] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-15T20:34:10.933364] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-15T20:34:10.933415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:10.933446] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:10.933473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:10.933529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:10.989082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:10.989719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:10.989794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:10.989826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:11.107867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:11.108021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:11.108061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:11.108092] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:11.111656] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-15T20:34:11.111976] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-15T20:34:11.112111] [INFO ] [sig       ] VEL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:11.264117] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VEL.txt
[2025-12-15T20:34:11.264308] [INFO ] [sig       ] [3367/3591] Completed VEL in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:11.264352] [INFO ] [sig       ] [3368/3591] Forecasting VEON...
[2025-12-15T20:34:11.264381] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-15T20:34:11.264411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-15T20:34:11.274280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-15T20:34:11.274633] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-15T20:34:11.275399] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-15T20:34:11.275450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:11.275509] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:11.275537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:11.275610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:11.331463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:11.332406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:11.332494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:11.332526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:11.458023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:11.458176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:11.458215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:11.458242] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:11.461591] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=54.65%)
[2025-12-15T20:34:11.461871] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-15T20:34:11.461993] [INFO ] [sig       ] VEON: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:11.603210] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VEON.txt
[2025-12-15T20:34:11.603336] [INFO ] [sig       ] [3368/3591] Completed VEON in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:11.603376] [INFO ] [sig       ] [3369/3591] Forecasting VERA...
[2025-12-15T20:34:11.603411] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-15T20:34:11.603442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-15T20:34:11.613929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-15T20:34:11.614246] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-15T20:34:11.615017] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-15T20:34:11.615080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:11.615117] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:11.615149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:11.615218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:11.673169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:11.673817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:11.673897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:11.673928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:11.790133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:11.790294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:11.790333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:11.790361] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:11.793743] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=84.77%)
[2025-12-15T20:34:11.794009] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-15T20:34:11.794138] [INFO ] [sig       ] VERA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:11.934359] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VERA.txt
[2025-12-15T20:34:11.934517] [INFO ] [sig       ] [3369/3591] Completed VERA in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:11.934559] [INFO ] [sig       ] [3370/3591] Forecasting VERI...
[2025-12-15T20:34:11.934607] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-15T20:34:11.934638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-15T20:34:11.950554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-15T20:34:11.950968] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-15T20:34:11.951882] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-15T20:34:11.951935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:11.951967] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:11.951993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:11.952051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:12.012930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:12.013709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:12.013792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:12.013824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:12.136308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:12.136463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:12.136503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:12.136531] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:12.140023] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2025-12-15T20:34:12.140301] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-15T20:34:12.140426] [INFO ] [sig       ] VERI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:12.287322] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VERI.txt
[2025-12-15T20:34:12.287480] [INFO ] [sig       ] [3370/3591] Completed VERI in 0.4s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-15T20:34:12.287528] [INFO ] [sig       ] [3371/3591] Forecasting VERO...
[2025-12-15T20:34:12.287587] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-15T20:34:12.287621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-15T20:34:12.298564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-15T20:34:12.298967] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-15T20:34:12.299819] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-15T20:34:12.299871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:12.299903] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:12.299929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:12.299986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:12.359497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:12.360236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:12.360316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:12.360348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:12.486941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:12.487106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:12.487155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:12.487243] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:12.491308] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=91.30%)
[2025-12-15T20:34:12.491739] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-15T20:34:12.491892] [INFO ] [sig       ] VERO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:12.641298] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VERO.txt
[2025-12-15T20:34:12.641467] [INFO ] [sig       ] [3371/3591] Completed VERO in 0.4s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-15T20:34:12.641516] [INFO ] [sig       ] [3372/3591] Forecasting VERX...
[2025-12-15T20:34:12.641556] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-15T20:34:12.641611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-15T20:34:12.652462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-15T20:34:12.652916] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-15T20:34:12.653847] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-15T20:34:12.653915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:12.653962] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:12.653992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:12.654050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:12.713673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:12.714593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:12.714681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:12.714713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:12.834386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:12.834547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:12.834605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:12.834654] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:12.837969] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-12-15T20:34:12.838262] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-15T20:34:12.838393] [INFO ] [sig       ] VERX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:12.987593] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VERX.txt
[2025-12-15T20:34:12.987752] [INFO ] [sig       ] [3372/3591] Completed VERX in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-15T20:34:12.987793] [INFO ] [sig       ] [3373/3591] Forecasting VFC...
[2025-12-15T20:34:12.987823] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-15T20:34:12.987854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-15T20:34:12.998419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-15T20:34:12.998816] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-15T20:34:12.999740] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-15T20:34:12.999791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:12.999823] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:12.999849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:12.999908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:13.064149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:13.065226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:13.065333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:13.065371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:13.191357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:13.191511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:13.191553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:13.191604] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:13.195028] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-12-15T20:34:13.195315] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-15T20:34:13.195442] [INFO ] [sig       ] VFC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:13.342090] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VFC.txt
[2025-12-15T20:34:13.343221] [INFO ] [sig       ] [3373/3591] Completed VFC in 0.4s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-15T20:34:13.343266] [INFO ] [sig       ] [3374/3591] Forecasting VFF...
[2025-12-15T20:34:13.343295] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-15T20:34:13.343325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-15T20:34:13.353913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-15T20:34:13.354237] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-15T20:34:13.355004] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-15T20:34:13.355054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:13.355086] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:13.355114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:13.355172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:13.409869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:13.410605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:13.410687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:13.410737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:13.530022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:13.530175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:13.530216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:13.530244] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:13.533594] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-15T20:34:13.533866] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-15T20:34:13.533987] [INFO ] [sig       ] VFF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:13.677594] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VFF.txt
[2025-12-15T20:34:13.677758] [INFO ] [sig       ] [3374/3591] Completed VFF in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-15T20:34:13.677800] [INFO ] [sig       ] [3375/3591] Forecasting VFLO...
[2025-12-15T20:34:13.677829] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-15T20:34:13.677859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-15T20:34:13.688063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-15T20:34:13.688486] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-15T20:34:13.689376] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-15T20:34:13.689429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:13.689459] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:13.689485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:13.689541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:13.748426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:13.749308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:13.749392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:13.749424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:13.882128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:13.882323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:13.882365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:13.882394] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:13.886048] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-15T20:34:13.886348] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-15T20:34:13.886505] [INFO ] [sig       ] VFLO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:14.027333] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VFLO.txt
[2025-12-15T20:34:14.027471] [INFO ] [sig       ] [3375/3591] Completed VFLO in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:14.027511] [INFO ] [sig       ] [3376/3591] Forecasting VFS...
[2025-12-15T20:34:14.027541] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-15T20:34:14.027587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-15T20:34:14.041334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-15T20:34:14.041800] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-15T20:34:14.042850] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-15T20:34:14.042916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:14.042960] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:14.043034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:14.043127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:14.112926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:14.113857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:14.113946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:14.113981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:14.234967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:14.235125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:14.235165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:14.235194] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:14.238462] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-15T20:34:14.238753] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-15T20:34:14.238875] [INFO ] [sig       ] VFS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:14.377754] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VFS.txt
[2025-12-15T20:34:14.377918] [INFO ] [sig       ] [3376/3591] Completed VFS in 0.4s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:14.377960] [INFO ] [sig       ] [3377/3591] Forecasting VGI...
[2025-12-15T20:34:14.377989] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-15T20:34:14.378019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-15T20:34:14.389254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-15T20:34:14.389838] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-15T20:34:14.390836] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-15T20:34:14.390887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:14.390917] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:14.390942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:14.390997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:14.448476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:14.449322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:14.449407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:14.449442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:14.568117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:14.568292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:14.568335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:14.568365] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:14.571958] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-12-15T20:34:14.572238] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-15T20:34:14.572367] [INFO ] [sig       ] VGI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:14.715027] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VGI.txt
[2025-12-15T20:34:14.715189] [INFO ] [sig       ] [3377/3591] Completed VGI in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:14.715232] [INFO ] [sig       ] [3378/3591] Forecasting VGM...
[2025-12-15T20:34:14.715262] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-15T20:34:14.715292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-15T20:34:14.728546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-15T20:34:14.729091] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-15T20:34:14.730087] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-15T20:34:14.730167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:14.730211] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:14.730251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:14.730333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:14.792791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:14.793949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:14.794089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:14.794142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:14.918080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:14.918247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:14.918288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:14.918317] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:14.921923] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-15T20:34:14.922284] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-15T20:34:14.922427] [INFO ] [sig       ] VGM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:15.066616] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VGM.txt
[2025-12-15T20:34:15.066775] [INFO ] [sig       ] [3378/3591] Completed VGM in 0.4s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:15.066815] [INFO ] [sig       ] [3379/3591] Forecasting VGSH...
[2025-12-15T20:34:15.066847] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-15T20:34:15.066876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-15T20:34:15.076838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-15T20:34:15.077193] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-15T20:34:15.077949] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-15T20:34:15.078000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:15.078031] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:15.078057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:15.078113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:15.141441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:15.142343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:15.142428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:15.142461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:15.265001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:15.265163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:15.265204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:15.265234] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:15.268689] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2025-12-15T20:34:15.268968] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-15T20:34:15.269117] [INFO ] [sig       ] VGSH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:15.409877] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VGSH.txt
[2025-12-15T20:34:15.410020] [INFO ] [sig       ] [3379/3591] Completed VGSH in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:15.410059] [INFO ] [sig       ] [3380/3591] Forecasting VICI...
[2025-12-15T20:34:15.410089] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-15T20:34:15.410126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-15T20:34:15.421404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-15T20:34:15.421803] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-15T20:34:15.422599] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-15T20:34:15.422651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:15.422683] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:15.422710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:15.422766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:15.479991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:15.480869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:15.480955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:15.480988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:15.606808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:15.606964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:15.607002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:15.607029] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:15.610371] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-12-15T20:34:15.610666] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-15T20:34:15.610791] [INFO ] [sig       ] VICI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:15.752046] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VICI.txt
[2025-12-15T20:34:15.752200] [INFO ] [sig       ] [3380/3591] Completed VICI in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:15.752241] [INFO ] [sig       ] [3381/3591] Forecasting VIGI...
[2025-12-15T20:34:15.752270] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-15T20:34:15.752300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-15T20:34:15.762305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-15T20:34:15.762693] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-15T20:34:15.763451] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-15T20:34:15.763501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:15.763532] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:15.763559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:15.763634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:15.822334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:15.823347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:15.823452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:15.823492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:15.949260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:15.949412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:15.949453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:15.949485] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:15.952926] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: UP (p=58.32%)
[2025-12-15T20:34:15.953208] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-15T20:34:15.953336] [INFO ] [sig       ] VIGI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:16.109843] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VIGI.txt
[2025-12-15T20:34:16.110042] [INFO ] [sig       ] [3381/3591] Completed VIGI in 0.4s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:16.110085] [INFO ] [sig       ] [3382/3591] Forecasting VINP...
[2025-12-15T20:34:16.110117] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-15T20:34:16.110148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-15T20:34:16.120941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-15T20:34:16.121303] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-15T20:34:16.122115] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-15T20:34:16.122167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:16.122205] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:16.122236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:16.122313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:16.177505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:16.178145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:16.178239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:16.178272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:16.293081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:16.293215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:16.293256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:16.293285] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:16.296517] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-12-15T20:34:16.296797] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-15T20:34:16.296919] [INFO ] [sig       ] VINP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:16.434548] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VINP.txt
[2025-12-15T20:34:16.434723] [INFO ] [sig       ] [3382/3591] Completed VINP in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:16.434764] [INFO ] [sig       ] [3383/3591] Forecasting VIPS...
[2025-12-15T20:34:16.434793] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-15T20:34:16.434823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-15T20:34:16.444927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-15T20:34:16.445236] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-15T20:34:16.445980] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-15T20:34:16.446030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:16.446061] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:16.446087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:16.446142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:16.502775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:16.503548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:16.503646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:16.503679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:16.625004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:16.625156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:16.625195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:16.625224] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:16.628514] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=69.77%)
[2025-12-15T20:34:16.628796] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-15T20:34:16.628913] [INFO ] [sig       ] VIPS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:16.767701] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VIPS.txt
[2025-12-15T20:34:16.767834] [INFO ] [sig       ] [3383/3591] Completed VIPS in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:16.767873] [INFO ] [sig       ] [3384/3591] Forecasting VIRC...
[2025-12-15T20:34:16.767902] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-15T20:34:16.767931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-15T20:34:16.777702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-15T20:34:16.778056] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-15T20:34:16.778821] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-15T20:34:16.778871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:16.778903] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:16.778930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:16.779010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:16.835884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:16.836626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:16.836707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:16.836740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:16.960900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:16.961079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:16.961120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:16.961152] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:16.964588] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-15T20:34:16.964859] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-15T20:34:16.964983] [INFO ] [sig       ] VIRC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:17.102772] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VIRC.txt
[2025-12-15T20:34:17.102900] [INFO ] [sig       ] [3384/3591] Completed VIRC in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:17.102939] [INFO ] [sig       ] [3385/3591] Forecasting VITL...
[2025-12-15T20:34:17.102968] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-15T20:34:17.102998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-15T20:34:17.113818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-15T20:34:17.114231] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-15T20:34:17.115063] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-15T20:34:17.115115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:17.115186] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:17.115216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:17.115274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:17.172161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:17.173037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:17.173123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:17.173175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:17.296747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:17.296900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:17.296938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:17.296967] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:17.300327] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-15T20:34:17.300623] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-15T20:34:17.300744] [INFO ] [sig       ] VITL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:17.443615] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VITL.txt
[2025-12-15T20:34:17.443743] [INFO ] [sig       ] [3385/3591] Completed VITL in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:17.443783] [INFO ] [sig       ] [3386/3591] Forecasting VKQ...
[2025-12-15T20:34:17.443813] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-15T20:34:17.443843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-15T20:34:17.453498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-15T20:34:17.453859] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-15T20:34:17.454683] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-15T20:34:17.454735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:17.454767] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:17.454795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:17.454851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:17.512222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:17.512927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:17.513008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:17.513041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:17.635817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:17.635977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:17.636032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:17.636064] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:17.639482] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2025-12-15T20:34:17.639776] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-15T20:34:17.639899] [INFO ] [sig       ] VKQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:17.787259] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VKQ.txt
[2025-12-15T20:34:17.787426] [INFO ] [sig       ] [3386/3591] Completed VKQ in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:17.787472] [INFO ] [sig       ] [3387/3591] Forecasting VKTX...
[2025-12-15T20:34:17.787529] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-15T20:34:17.787598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-15T20:34:17.798200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-15T20:34:17.798538] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-15T20:34:17.799367] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-15T20:34:17.799420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:17.799453] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:17.799481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:17.799538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:17.859812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:17.860667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:17.860749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:17.860782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:17.983034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:17.983187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:17.983229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:17.983258] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:17.986670] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-15T20:34:17.986946] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-15T20:34:17.987071] [INFO ] [sig       ] VKTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:18.130200] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VKTX.txt
[2025-12-15T20:34:18.130359] [INFO ] [sig       ] [3387/3591] Completed VKTX in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:18.130402] [INFO ] [sig       ] [3388/3591] Forecasting VLGEA...
[2025-12-15T20:34:18.130434] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-15T20:34:18.130466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-15T20:34:18.140974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-15T20:34:18.141343] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-15T20:34:18.142174] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-15T20:34:18.142228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:18.142261] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:18.142288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:18.142345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:18.200261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:18.201178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:18.201291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:18.201342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:18.323723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:18.323867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:18.323908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:18.323966] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:18.327266] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-15T20:34:18.327544] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-15T20:34:18.327682] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:18.473230] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VLGEA.txt
[2025-12-15T20:34:18.473368] [INFO ] [sig       ] [3388/3591] Completed VLGEA in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-15T20:34:18.473408] [INFO ] [sig       ] [3389/3591] Forecasting VLN...
[2025-12-15T20:34:18.473440] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-15T20:34:18.473471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-15T20:34:18.483278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-15T20:34:18.483627] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-15T20:34:18.484493] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-15T20:34:18.484562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:18.484623] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:18.484651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:18.484708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:18.545737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:18.546527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:18.546624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:18.546659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:18.665745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:18.665893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:18.665933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:18.665962] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:18.669389] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-15T20:34:18.669683] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-15T20:34:18.669808] [INFO ] [sig       ] VLN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:18.816847] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VLN.txt
[2025-12-15T20:34:18.817010] [INFO ] [sig       ] [3389/3591] Completed VLN in 0.3s | 2.94 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-15T20:34:18.817051] [INFO ] [sig       ] [3390/3591] Forecasting VLO...
[2025-12-15T20:34:18.817082] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-15T20:34:18.817113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-15T20:34:18.828355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-15T20:34:18.828758] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-15T20:34:18.829623] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-15T20:34:18.829679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:18.829711] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:18.829737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:18.829794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:18.889549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:18.890358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:18.890443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:18.890475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:19.021704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:19.021862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:19.021904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:19.021935] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:19.025514] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=57.04%)
[2025-12-15T20:34:19.025806] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-15T20:34:19.025934] [INFO ] [sig       ] VLO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:19.172293] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VLO.txt
[2025-12-15T20:34:19.172434] [INFO ] [sig       ] [3390/3591] Completed VLO in 0.4s | 2.94 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-15T20:34:19.172475] [INFO ] [sig       ] [3391/3591] Forecasting VLRS...
[2025-12-15T20:34:19.172506] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-15T20:34:19.172548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-15T20:34:19.186898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-15T20:34:19.187400] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-15T20:34:19.188401] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-15T20:34:19.188464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:19.188502] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:19.188535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:19.188646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:19.263429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:19.264428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:19.264527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:19.264567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:19.381473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:19.381644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:19.381686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:19.381713] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:19.385012] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2025-12-15T20:34:19.385276] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-15T20:34:19.385396] [INFO ] [sig       ] VLRS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:19.524136] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VLRS.txt
[2025-12-15T20:34:19.524271] [INFO ] [sig       ] [3391/3591] Completed VLRS in 0.4s | 2.94 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-15T20:34:19.524311] [INFO ] [sig       ] [3392/3591] Forecasting VLTO...
[2025-12-15T20:34:19.524341] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-15T20:34:19.524371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-15T20:34:19.534506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-15T20:34:19.534843] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-15T20:34:19.535611] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-15T20:34:19.535663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:19.535694] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:19.535721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:19.535777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:19.592329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:19.593089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:19.593169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:19.593203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:19.719203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:19.719372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:19.719414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:19.719449] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:19.722819] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-12-15T20:34:19.723087] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-15T20:34:19.723236] [INFO ] [sig       ] VLTO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:19.869076] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VLTO.txt
[2025-12-15T20:34:19.869216] [INFO ] [sig       ] [3392/3591] Completed VLTO in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:19.869268] [INFO ] [sig       ] [3393/3591] Forecasting VLY...
[2025-12-15T20:34:19.869306] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-15T20:34:19.869343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-15T20:34:19.879504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-15T20:34:19.879873] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-15T20:34:19.880714] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-15T20:34:19.880766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:19.880797] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:19.880825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:19.880883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:19.939229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:19.939940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:19.940020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:19.940053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:20.062187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:20.062343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:20.062384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:20.062415] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:20.065845] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-15T20:34:20.066153] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-15T20:34:20.066293] [INFO ] [sig       ] VLY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:20.204636] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VLY.txt
[2025-12-15T20:34:20.204791] [INFO ] [sig       ] [3393/3591] Completed VLY in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:20.204831] [INFO ] [sig       ] [3394/3591] Forecasting VMBS...
[2025-12-15T20:34:20.204862] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-15T20:34:20.204892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-15T20:34:20.215195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-15T20:34:20.215633] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-15T20:34:20.216411] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-15T20:34:20.216462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:20.216493] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:20.216519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:20.216599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:20.272725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:20.273592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:20.273682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:20.273716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:20.396539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:20.396704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:20.396744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:20.396772] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:20.400067] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-15T20:34:20.400351] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-15T20:34:20.400475] [INFO ] [sig       ] VMBS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:20.539507] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VMBS.txt
[2025-12-15T20:34:20.539648] [INFO ] [sig       ] [3394/3591] Completed VMBS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:20.539689] [INFO ] [sig       ] [3395/3591] Forecasting VMD...
[2025-12-15T20:34:20.539719] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-15T20:34:20.539748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-15T20:34:20.549141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-15T20:34:20.549458] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-15T20:34:20.550211] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-15T20:34:20.550273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:20.550310] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:20.550344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:20.550412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:20.606871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:20.607681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:20.607790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:20.607823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:20.723135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:20.723237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:20.723276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:20.723305] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:20.726568] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-15T20:34:20.726850] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-15T20:34:20.726967] [INFO ] [sig       ] VMD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:20.865493] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VMD.txt
[2025-12-15T20:34:20.865624] [INFO ] [sig       ] [3395/3591] Completed VMD in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:20.865664] [INFO ] [sig       ] [3396/3591] Forecasting VMI...
[2025-12-15T20:34:20.865694] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-15T20:34:20.865724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-15T20:34:20.875534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-15T20:34:20.875876] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-15T20:34:20.876643] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-15T20:34:20.876693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:20.876724] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:20.876751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:20.876807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:20.933263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:20.933858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:20.933941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:20.933973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:21.053773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:21.053890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:21.053939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:21.053968] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:21.057203] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-15T20:34:21.057464] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-15T20:34:21.057600] [INFO ] [sig       ] VMI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:21.194593] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VMI.txt
[2025-12-15T20:34:21.194713] [INFO ] [sig       ] [3396/3591] Completed VMI in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:21.194752] [INFO ] [sig       ] [3397/3591] Forecasting VMO...
[2025-12-15T20:34:21.194781] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-15T20:34:21.194810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-15T20:34:21.204287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-15T20:34:21.204603] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-15T20:34:21.205339] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-15T20:34:21.205389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:21.205420] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:21.205447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:21.205503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:21.262753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:21.263508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:21.263603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:21.263639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:21.384034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:21.384192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:21.384231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:21.384259] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:21.387677] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=42.66%)
[2025-12-15T20:34:21.387964] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-15T20:34:21.388087] [INFO ] [sig       ] VMO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:21.529823] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VMO.txt
[2025-12-15T20:34:21.529974] [INFO ] [sig       ] [3397/3591] Completed VMO in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:21.530016] [INFO ] [sig       ] [3398/3591] Forecasting VNDA...
[2025-12-15T20:34:21.530046] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-15T20:34:21.530075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-15T20:34:21.540327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-15T20:34:21.540670] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-15T20:34:21.541423] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-15T20:34:21.541475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:21.541506] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:21.541533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:21.541609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:21.597130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:21.597744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:21.597820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:21.597851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:21.713873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:21.714031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:21.714070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:21.714098] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:21.717422] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=51.48%)
[2025-12-15T20:34:21.717705] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-15T20:34:21.717827] [INFO ] [sig       ] VNDA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:21.856305] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VNDA.txt
[2025-12-15T20:34:21.856469] [INFO ] [sig       ] [3398/3591] Completed VNDA in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:21.856512] [INFO ] [sig       ] [3399/3591] Forecasting VNO...
[2025-12-15T20:34:21.856541] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-15T20:34:21.856588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-15T20:34:21.867266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-15T20:34:21.867651] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-15T20:34:21.868409] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-15T20:34:21.868459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:21.868491] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:21.868518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:21.868594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:21.924311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:21.924986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:21.925065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:21.925097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:22.047034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:22.047200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:22.047239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:22.047267] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:22.050788] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-15T20:34:22.051059] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-15T20:34:22.051182] [INFO ] [sig       ] VNO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:22.191113] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VNO.txt
[2025-12-15T20:34:22.191246] [INFO ] [sig       ] [3399/3591] Completed VNO in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:22.191286] [INFO ] [sig       ] [3400/3591] Forecasting VNOM...
[2025-12-15T20:34:22.191317] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-15T20:34:22.191348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-15T20:34:22.202047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-15T20:34:22.202397] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-15T20:34:22.203201] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-15T20:34:22.203255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:22.203305] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:22.203335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:22.203393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:22.260366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:22.261075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:22.261157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:22.261191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:22.380223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:22.380378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:22.380418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:22.380446] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:22.383876] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=57.30%)
[2025-12-15T20:34:22.384150] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-15T20:34:22.384278] [INFO ] [sig       ] VNOM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:22.523148] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VNOM.txt
[2025-12-15T20:34:22.523280] [INFO ] [sig       ] [3400/3591] Completed VNOM in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:22.523323] [INFO ] [sig       ] [3401/3591] Forecasting VNQI...
[2025-12-15T20:34:22.523353] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-15T20:34:22.523384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-15T20:34:22.534453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-15T20:34:22.534877] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-15T20:34:22.535665] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-15T20:34:22.535716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:22.535748] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:22.535783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:22.535843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:22.591359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:22.592203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:22.592284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:22.592317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:22.710539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:22.710717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:22.710756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:22.710785] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:22.714170] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2025-12-15T20:34:22.714450] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-15T20:34:22.714589] [INFO ] [sig       ] VNQI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:22.854871] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VNQI.txt
[2025-12-15T20:34:22.855023] [INFO ] [sig       ] [3401/3591] Completed VNQI in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:22.855063] [INFO ] [sig       ] [3402/3591] Forecasting VOC...
[2025-12-15T20:34:22.855092] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-15T20:34:22.855121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-15T20:34:22.866381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-15T20:34:22.866867] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-15T20:34:22.867649] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-15T20:34:22.867700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:22.867756] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:22.867784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:22.867840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:22.924804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:22.925652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:22.925731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:22.925764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:23.042619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:23.042778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:23.042817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:23.042845] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:23.046102] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-12-15T20:34:23.046374] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-15T20:34:23.046490] [INFO ] [sig       ] VOC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:23.183057] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VOC.txt
[2025-12-15T20:34:23.183187] [INFO ] [sig       ] [3402/3591] Completed VOC in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:23.183226] [INFO ] [sig       ] [3403/3591] Forecasting VOD...
[2025-12-15T20:34:23.183255] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-15T20:34:23.183285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-15T20:34:23.193252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-15T20:34:23.193623] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-15T20:34:23.194371] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-15T20:34:23.194423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:23.194454] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:23.194481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:23.194536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:23.249700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:23.250405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:23.250484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:23.250516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:23.366522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:23.366708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:23.366748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:23.366776] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:23.370105] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=25.77%)
[2025-12-15T20:34:23.370383] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-15T20:34:23.370503] [INFO ] [sig       ] VOD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:23.517750] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VOD.txt
[2025-12-15T20:34:23.517926] [INFO ] [sig       ] [3403/3591] Completed VOD in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:23.517976] [INFO ] [sig       ] [3404/3591] Forecasting VONE...
[2025-12-15T20:34:23.518021] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-15T20:34:23.518057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-15T20:34:23.530076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-15T20:34:23.530466] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-15T20:34:23.531249] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-15T20:34:23.531301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:23.531333] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:23.531359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:23.531414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:23.598220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:23.599161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:23.599247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:23.599281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:23.747221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:23.747402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:23.747468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:23.747518] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:23.752165] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-15T20:34:23.752510] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-15T20:34:23.752675] [INFO ] [sig       ] VONE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:23.933281] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VONE.txt
[2025-12-15T20:34:23.933503] [INFO ] [sig       ] [3404/3591] Completed VONE in 0.4s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:23.933589] [INFO ] [sig       ] [3405/3591] Forecasting VONG...
[2025-12-15T20:34:23.933647] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-15T20:34:23.933702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-15T20:34:23.950373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-15T20:34:23.951193] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-15T20:34:23.952546] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-15T20:34:23.952644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:23.952698] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:23.952743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:23.952835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:24.033525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:24.034621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:24.034758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:24.034803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:24.213148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:24.213351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:24.213418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:24.213518] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:24.219165] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-15T20:34:24.219746] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-15T20:34:24.219967] [INFO ] [sig       ] VONG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:24.516349] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VONG.txt
[2025-12-15T20:34:24.516602] [INFO ] [sig       ] [3405/3591] Completed VONG in 0.6s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:24.516671] [INFO ] [sig       ] [3406/3591] Forecasting VOTE...
[2025-12-15T20:34:24.516721] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-15T20:34:24.516773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-15T20:34:24.532401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-15T20:34:24.532978] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-15T20:34:24.534182] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-15T20:34:24.534249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:24.534294] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:24.534339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:24.534434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:24.600568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:24.601531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:24.601637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:24.601673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:24.742559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:24.742746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:24.742789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:24.742818] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:24.746405] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-15T20:34:24.746742] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-15T20:34:24.746882] [INFO ] [sig       ] VOTE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:24.894360] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VOTE.txt
[2025-12-15T20:34:24.894553] [INFO ] [sig       ] [3406/3591] Completed VOTE in 0.4s | 2.94 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-15T20:34:24.894625] [INFO ] [sig       ] [3407/3591] Forecasting VPG...
[2025-12-15T20:34:24.894658] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-15T20:34:24.894689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-15T20:34:24.907714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-15T20:34:24.908234] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-15T20:34:24.909229] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-15T20:34:24.909285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:24.909317] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:24.909344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:24.909402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:24.983648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:24.984766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:24.984865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:24.984904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:25.109371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:25.109533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:25.109592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:25.109645] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:25.113139] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-15T20:34:25.113457] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-15T20:34:25.113614] [INFO ] [sig       ] VPG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:25.255280] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VPG.txt
[2025-12-15T20:34:25.255432] [INFO ] [sig       ] [3407/3591] Completed VPG in 0.4s | 2.94 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-15T20:34:25.255471] [INFO ] [sig       ] [3408/3591] Forecasting VPLS...
[2025-12-15T20:34:25.255502] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-15T20:34:25.255532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-15T20:34:25.266329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-15T20:34:25.266727] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-15T20:34:25.267481] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-15T20:34:25.267533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:25.267564] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:25.267615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:25.267672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:25.325289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:25.326161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:25.326244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:25.326276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:25.452191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:25.452346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:25.452385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:25.452414] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:25.456234] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-12-15T20:34:25.456509] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-15T20:34:25.456835] [INFO ] [sig       ] VPLS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:25.605796] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VPLS.txt
[2025-12-15T20:34:25.605967] [INFO ] [sig       ] [3408/3591] Completed VPLS in 0.4s | 2.94 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-15T20:34:25.606019] [INFO ] [sig       ] [3409/3591] Forecasting VRA...
[2025-12-15T20:34:25.606051] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-15T20:34:25.606080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-15T20:34:25.616848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-15T20:34:25.617184] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-15T20:34:25.618054] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-15T20:34:25.618109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:25.618142] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:25.618170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:25.618228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:25.676214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:25.677023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:25.677104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:25.677153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:25.798150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:25.798299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:25.798338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:25.798370] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:25.801762] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=29.31%)
[2025-12-15T20:34:25.802040] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-15T20:34:25.802164] [INFO ] [sig       ] VRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:25.940497] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VRA.txt
[2025-12-15T20:34:25.940655] [INFO ] [sig       ] [3409/3591] Completed VRA in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-15T20:34:25.940698] [INFO ] [sig       ] [3410/3591] Forecasting VRCA...
[2025-12-15T20:34:25.940728] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-15T20:34:25.940757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-15T20:34:25.951604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-15T20:34:25.951982] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-15T20:34:25.952900] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-15T20:34:25.952954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:25.952986] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:25.953012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:25.953068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:26.011766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:26.012520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:26.012622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:26.012658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:26.136476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:26.136642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:26.136687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:26.136716] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:26.140106] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-15T20:34:26.140370] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-15T20:34:26.140499] [INFO ] [sig       ] VRCA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:26.278111] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VRCA.txt
[2025-12-15T20:34:26.278258] [INFO ] [sig       ] [3410/3591] Completed VRCA in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-15T20:34:26.278299] [INFO ] [sig       ] [3411/3591] Forecasting VRDN...
[2025-12-15T20:34:26.278328] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-15T20:34:26.278357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-15T20:34:26.290110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-15T20:34:26.290827] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-15T20:34:26.291723] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-15T20:34:26.291781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:26.291813] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:26.291861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:26.291942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:26.352835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:26.353808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:26.353912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:26.353947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:26.481538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:26.481717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:26.481759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:26.481787] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:26.485455] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=40.44%)
[2025-12-15T20:34:26.485788] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-15T20:34:26.485922] [INFO ] [sig       ] VRDN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:26.636549] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VRDN.txt
[2025-12-15T20:34:26.636727] [INFO ] [sig       ] [3411/3591] Completed VRDN in 0.4s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-15T20:34:26.636773] [INFO ] [sig       ] [3412/3591] Forecasting VRE...
[2025-12-15T20:34:26.636803] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-15T20:34:26.636834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-15T20:34:26.647713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-15T20:34:26.648102] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-15T20:34:26.648931] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-15T20:34:26.649011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:26.649045] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:26.649072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:26.649129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:26.704386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:26.705030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:26.705157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:26.705204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:26.825169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:26.825321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:26.825360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:26.825389] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:26.828701] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=19.67%)
[2025-12-15T20:34:26.828969] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-15T20:34:26.829119] [INFO ] [sig       ] VRE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:26.965999] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VRE.txt
[2025-12-15T20:34:26.966125] [INFO ] [sig       ] [3412/3591] Completed VRE in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-15T20:34:26.966164] [INFO ] [sig       ] [3413/3591] Forecasting VREX...
[2025-12-15T20:34:26.966195] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-15T20:34:26.966225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-15T20:34:26.976035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-15T20:34:26.976402] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-15T20:34:26.977236] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-15T20:34:26.977289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:26.977321] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:26.977349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:26.977408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:27.033607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:27.034457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:27.034536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:27.034568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:27.154399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:27.154552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:27.154610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:27.154639] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:27.158020] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=33.44%)
[2025-12-15T20:34:27.158290] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-15T20:34:27.158415] [INFO ] [sig       ] VREX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:27.301732] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VREX.txt
[2025-12-15T20:34:27.301876] [INFO ] [sig       ] [3413/3591] Completed VREX in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-15T20:34:27.301916] [INFO ] [sig       ] [3414/3591] Forecasting VRIG...
[2025-12-15T20:34:27.301947] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-15T20:34:27.301976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-15T20:34:27.311559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-15T20:34:27.311892] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-15T20:34:27.312659] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-15T20:34:27.312710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:27.312741] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:27.312768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:27.312824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:27.367936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:27.368718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:27.368800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:27.368832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:27.461653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:27.461801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:27.461841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:27.461871] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:27.465221] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2025-12-15T20:34:27.465516] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-15T20:34:27.465672] [INFO ] [sig       ] VRIG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:27.605477] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VRIG.txt
[2025-12-15T20:34:27.605670] [INFO ] [sig       ] [3414/3591] Completed VRIG in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-15T20:34:27.605715] [INFO ] [sig       ] [3415/3591] Forecasting VRNS...
[2025-12-15T20:34:27.605747] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-15T20:34:27.605787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-15T20:34:27.616136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-15T20:34:27.616490] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-15T20:34:27.617320] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-15T20:34:27.617374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:27.617407] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:27.617435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:27.617492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:27.673958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:27.674734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:27.674816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:27.674851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:27.801235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:27.801390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:27.801429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:27.801461] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:27.804882] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2025-12-15T20:34:27.805154] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-15T20:34:27.805280] [INFO ] [sig       ] VRNS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:27.945692] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VRNS.txt
[2025-12-15T20:34:27.945858] [INFO ] [sig       ] [3415/3591] Completed VRNS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 59.9s
[2025-12-15T20:34:27.945900] [INFO ] [sig       ] [3416/3591] Forecasting VRRM...
[2025-12-15T20:34:27.945929] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-15T20:34:27.945958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-15T20:34:27.956423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-15T20:34:27.956806] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-15T20:34:27.957551] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-15T20:34:27.957622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:27.957655] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:27.957681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:27.957738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:28.014600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:28.015424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:28.015507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:28.015541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:28.137486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:28.137673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:28.137716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:28.137745] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:28.141172] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-15T20:34:28.141456] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-15T20:34:28.141607] [INFO ] [sig       ] VRRM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:28.279438] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VRRM.txt
[2025-12-15T20:34:28.279588] [INFO ] [sig       ] [3416/3591] Completed VRRM in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 59.6s
[2025-12-15T20:34:28.279631] [INFO ] [sig       ] [3417/3591] Forecasting VRSK...
[2025-12-15T20:34:28.279661] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-15T20:34:28.279691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-15T20:34:28.290258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-15T20:34:28.290628] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-15T20:34:28.291389] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-15T20:34:28.291441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:28.291472] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:28.291499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:28.291555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:28.346138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:28.346770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:28.346848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:28.346881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:28.467245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:28.467394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:28.467435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:28.467465] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:28.470823] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-15T20:34:28.471091] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-15T20:34:28.471212] [INFO ] [sig       ] VRSK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:28.607385] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VRSK.txt
[2025-12-15T20:34:28.607498] [INFO ] [sig       ] [3417/3591] Completed VRSK in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 59.3s
[2025-12-15T20:34:28.607537] [INFO ] [sig       ] [3418/3591] Forecasting VRSN...
[2025-12-15T20:34:28.607565] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-15T20:34:28.607614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-15T20:34:28.617871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-15T20:34:28.618177] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-15T20:34:28.619000] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-15T20:34:28.619055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:28.619086] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:28.619113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:28.619170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:28.674873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:28.675458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:28.675533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:28.675569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:28.802276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:28.802416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:28.802455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:28.802485] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:28.805753] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=18.35%)
[2025-12-15T20:34:28.806015] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-15T20:34:28.806133] [INFO ] [sig       ] VRSN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:28.944766] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VRSN.txt
[2025-12-15T20:34:28.944876] [INFO ] [sig       ] [3418/3591] Completed VRSN in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 58.9s
[2025-12-15T20:34:28.944913] [INFO ] [sig       ] [3419/3591] Forecasting VRTS...
[2025-12-15T20:34:28.944942] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-15T20:34:28.944970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-15T20:34:28.954738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-15T20:34:28.955063] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-15T20:34:28.955819] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-15T20:34:28.955870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:28.955927] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:28.955956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:28.956012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:29.012717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:29.013347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:29.013422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:29.013454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:29.133416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:29.133546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:29.133600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:29.133630] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:29.137028] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-12-15T20:34:29.137289] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-15T20:34:29.137409] [INFO ] [sig       ] VRTS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:29.275562] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VRTS.txt
[2025-12-15T20:34:29.275687] [INFO ] [sig       ] [3419/3591] Completed VRTS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 58.6s
[2025-12-15T20:34:29.275726] [INFO ] [sig       ] [3420/3591] Forecasting VRTX...
[2025-12-15T20:34:29.275754] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-15T20:34:29.275783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-15T20:34:29.286761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-15T20:34:29.287203] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-15T20:34:29.288028] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-15T20:34:29.288079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:29.288109] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:29.288135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:29.288190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:29.344969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:29.345916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:29.346007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:29.346047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:29.463866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:29.464038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:29.464080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:29.464107] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:29.467518] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=32.99%)
[2025-12-15T20:34:29.467807] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-15T20:34:29.467928] [INFO ] [sig       ] VRTX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:29.605782] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VRTX.txt
[2025-12-15T20:34:29.605928] [INFO ] [sig       ] [3420/3591] Completed VRTX in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 58.2s
[2025-12-15T20:34:29.605969] [INFO ] [sig       ] [3421/3591] Forecasting VS...
[2025-12-15T20:34:29.605998] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-15T20:34:29.606027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-15T20:34:29.616296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-15T20:34:29.616705] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-15T20:34:29.617498] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-15T20:34:29.617550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:29.617608] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:29.617637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:29.617693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:29.673176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:29.673884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:29.673965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:29.673997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:29.788437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:29.788605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:29.788655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:29.788683] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:29.792078] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-15T20:34:29.792350] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-15T20:34:29.792471] [INFO ] [sig       ] VS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:29.930218] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VS.txt
[2025-12-15T20:34:29.930365] [INFO ] [sig       ] [3421/3591] Completed VS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 57.9s
[2025-12-15T20:34:29.930405] [INFO ] [sig       ] [3422/3591] Forecasting VSCO...
[2025-12-15T20:34:29.930434] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-15T20:34:29.930464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-15T20:34:29.940313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-15T20:34:29.940699] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-15T20:34:29.941479] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-15T20:34:29.941531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:29.941562] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:29.941615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:29.941673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:29.995817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:29.996463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:29.996541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:29.996590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:30.117091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:30.117239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:30.117278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:30.117337] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:30.121120] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-15T20:34:30.121395] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-15T20:34:30.121547] [INFO ] [sig       ] VSCO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:30.257989] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VSCO.txt
[2025-12-15T20:34:30.258128] [INFO ] [sig       ] [3422/3591] Completed VSCO in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 57.6s
[2025-12-15T20:34:30.258167] [INFO ] [sig       ] [3423/3591] Forecasting VSDA...
[2025-12-15T20:34:30.258197] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-15T20:34:30.258226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-15T20:34:30.267895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-15T20:34:30.268245] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-15T20:34:30.269104] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-15T20:34:30.269156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:30.269187] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:30.269213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:30.269268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:30.323445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:30.324160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:30.324242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:30.324274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:30.433969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:30.434118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:30.434157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:30.434187] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:30.437499] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=65.59%)
[2025-12-15T20:34:30.437787] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-15T20:34:30.437915] [INFO ] [sig       ] VSDA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:30.576667] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VSDA.txt
[2025-12-15T20:34:30.576805] [INFO ] [sig       ] [3423/3591] Completed VSDA in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 57.2s
[2025-12-15T20:34:30.576845] [INFO ] [sig       ] [3424/3591] Forecasting VSEC...
[2025-12-15T20:34:30.576876] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-15T20:34:30.576905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-15T20:34:30.586529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-15T20:34:30.586883] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-15T20:34:30.587648] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-15T20:34:30.587713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:30.587744] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:30.587771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:30.587827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:30.643165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:30.643942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:30.644022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:30.644054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:30.763246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:30.763391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:30.763432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:30.763462] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:30.766763] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-15T20:34:30.767027] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-15T20:34:30.767146] [INFO ] [sig       ] VSEC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:30.910048] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VSEC.txt
[2025-12-15T20:34:30.910180] [INFO ] [sig       ] [3424/3591] Completed VSEC in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 56.9s
[2025-12-15T20:34:30.910220] [INFO ] [sig       ] [3425/3591] Forecasting VSH...
[2025-12-15T20:34:30.910251] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-15T20:34:30.910282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-15T20:34:30.921079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-15T20:34:30.921439] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-15T20:34:30.922267] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-15T20:34:30.922325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:30.922364] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:30.922401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:30.922473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:30.980241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:30.981054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:30.981136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:30.981170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:31.102636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:31.102787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:31.102827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:31.102857] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:31.106246] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-15T20:34:31.106555] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-15T20:34:31.106732] [INFO ] [sig       ] VSH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:31.247530] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VSH.txt
[2025-12-15T20:34:31.247696] [INFO ] [sig       ] [3425/3591] Completed VSH in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 56.5s
[2025-12-15T20:34:31.247740] [INFO ] [sig       ] [3426/3591] Forecasting VSTM...
[2025-12-15T20:34:31.247770] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-15T20:34:31.247800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-15T20:34:31.258540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-15T20:34:31.259150] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-15T20:34:31.259963] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-15T20:34:31.260014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:31.260046] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:31.260074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:31.260131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:31.315825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:31.316520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:31.316615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:31.316649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:31.447570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:31.447945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:31.447990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:31.448020] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:31.452299] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-15T20:34:31.452606] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-15T20:34:31.452736] [INFO ] [sig       ] VSTM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:31.599324] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VSTM.txt
[2025-12-15T20:34:31.599462] [INFO ] [sig       ] [3426/3591] Completed VSTM in 0.4s | 2.94 sym/s | Total: 19.4m | ETA: 56.2s
[2025-12-15T20:34:31.599507] [INFO ] [sig       ] [3427/3591] Forecasting VSTS...
[2025-12-15T20:34:31.599558] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-15T20:34:31.599651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-15T20:34:31.610019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-15T20:34:31.610368] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-15T20:34:31.611245] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-15T20:34:31.611305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:31.611338] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:31.611370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:31.611439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:31.670808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:31.671656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:31.671749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:31.671784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:31.804050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:31.804201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:31.804241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:31.804272] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:31.807904] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-12-15T20:34:31.808227] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-15T20:34:31.808375] [INFO ] [sig       ] VSTS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:31.956497] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VSTS.txt
[2025-12-15T20:34:31.956657] [INFO ] [sig       ] [3427/3591] Completed VSTS in 0.4s | 2.94 sym/s | Total: 19.5m | ETA: 55.9s
[2025-12-15T20:34:31.956701] [INFO ] [sig       ] [3428/3591] Forecasting VTC...
[2025-12-15T20:34:31.956733] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-15T20:34:31.956762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-15T20:34:31.966641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-15T20:34:31.966999] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-15T20:34:31.967950] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-15T20:34:31.968011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:31.968060] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:31.968098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:31.968172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:32.027932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:32.028642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:32.028722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:32.028754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:32.151144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:32.151293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:32.151332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:32.151361] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:32.154853] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-15T20:34:32.155126] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-15T20:34:32.155251] [INFO ] [sig       ] VTC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:32.302934] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VTC.txt
[2025-12-15T20:34:32.303093] [INFO ] [sig       ] [3428/3591] Completed VTC in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 55.5s
[2025-12-15T20:34:32.303141] [INFO ] [sig       ] [3429/3591] Forecasting VTEX...
[2025-12-15T20:34:32.303172] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-15T20:34:32.303213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-15T20:34:32.313345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-15T20:34:32.313769] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-15T20:34:32.314632] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-15T20:34:32.314685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:32.314717] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:32.314746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:32.314804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:32.375284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:32.376124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:32.376235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:32.376268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:32.496501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:32.496669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:32.496711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:32.496740] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:32.500597] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-12-15T20:34:32.500893] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-15T20:34:32.501016] [INFO ] [sig       ] VTEX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:32.647930] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VTEX.txt
[2025-12-15T20:34:32.648074] [INFO ] [sig       ] [3429/3591] Completed VTEX in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 55.2s
[2025-12-15T20:34:32.648115] [INFO ] [sig       ] [3430/3591] Forecasting VTGN...
[2025-12-15T20:34:32.648145] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-15T20:34:32.648173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-15T20:34:32.658469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-15T20:34:32.658842] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-15T20:34:32.659712] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-15T20:34:32.659763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:32.659794] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:32.659821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:32.659877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:32.720444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:32.721179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:32.721270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:32.721307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:32.847327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:32.847481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:32.847526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:32.847599] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:32.851371] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-15T20:34:32.851716] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-15T20:34:32.851847] [INFO ] [sig       ] VTGN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:32.997017] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VTGN.txt
[2025-12-15T20:34:32.997142] [INFO ] [sig       ] [3430/3591] Completed VTGN in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 54.8s
[2025-12-15T20:34:32.997181] [INFO ] [sig       ] [3431/3591] Forecasting VTIP...
[2025-12-15T20:34:32.997210] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-15T20:34:32.997238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-15T20:34:33.007624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-15T20:34:33.007976] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-15T20:34:33.008891] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-15T20:34:33.008942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:33.008974] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:33.009031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:33.009089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:33.071142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:33.071834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:33.071915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:33.071948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:33.195022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:33.195158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:33.195213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:33.195244] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:33.198857] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-12-15T20:34:33.199156] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-15T20:34:33.199283] [INFO ] [sig       ] VTIP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:33.345815] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VTIP.txt
[2025-12-15T20:34:33.345983] [INFO ] [sig       ] [3431/3591] Completed VTIP in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 54.5s
[2025-12-15T20:34:33.346039] [INFO ] [sig       ] [3432/3591] Forecasting VTMX...
[2025-12-15T20:34:33.346071] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-15T20:34:33.346101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-15T20:34:33.356180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-15T20:34:33.356506] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-15T20:34:33.357285] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-15T20:34:33.357336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:33.357368] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:33.357394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:33.357450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:33.412161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:33.412782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:33.412858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:33.412890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:33.534232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:33.534384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:33.534424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:33.534453] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:33.537803] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=54.55%)
[2025-12-15T20:34:33.538068] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-15T20:34:33.538187] [INFO ] [sig       ] VTMX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:33.676132] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VTMX.txt
[2025-12-15T20:34:33.676296] [INFO ] [sig       ] [3432/3591] Completed VTMX in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 54.2s
[2025-12-15T20:34:33.676337] [INFO ] [sig       ] [3433/3591] Forecasting VTN...
[2025-12-15T20:34:33.676367] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-15T20:34:33.676397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-15T20:34:33.685973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-15T20:34:33.686326] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-15T20:34:33.687087] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-15T20:34:33.687138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:33.687170] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:33.687196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:33.687252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:33.743518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:33.744213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:33.744291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:33.744322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:33.858074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:33.858227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:33.858266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:33.858295] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:33.861619] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=35.43%)
[2025-12-15T20:34:33.861888] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-15T20:34:33.862006] [INFO ] [sig       ] VTN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:33.998454] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VTN.txt
[2025-12-15T20:34:33.998600] [INFO ] [sig       ] [3433/3591] Completed VTN in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 53.8s
[2025-12-15T20:34:33.998641] [INFO ] [sig       ] [3434/3591] Forecasting VTOL...
[2025-12-15T20:34:33.998671] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-15T20:34:33.998701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-15T20:34:34.008800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-15T20:34:34.009170] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-15T20:34:34.010119] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-15T20:34:34.010185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:34.010229] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:34.010267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:34.010340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:34.071706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:34.072422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:34.072503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:34.072537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:34.196716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:34.196876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:34.196915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:34.196942] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:34.200283] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=77.66%)
[2025-12-15T20:34:34.200553] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-15T20:34:34.200718] [INFO ] [sig       ] VTOL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:34.338974] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VTOL.txt
[2025-12-15T20:34:34.339133] [INFO ] [sig       ] [3434/3591] Completed VTOL in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 53.5s
[2025-12-15T20:34:34.339173] [INFO ] [sig       ] [3435/3591] Forecasting VTRS...
[2025-12-15T20:34:34.339202] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-15T20:34:34.339230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-15T20:34:34.349400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-15T20:34:34.349823] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-15T20:34:34.350625] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-15T20:34:34.350676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:34.350724] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:34.350753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:34.350810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:34.406267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:34.407022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:34.407103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:34.407135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:34.534483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:34.534665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:34.534707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:34.534735] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:34.538668] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-12-15T20:34:34.539044] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-15T20:34:34.539206] [INFO ] [sig       ] VTRS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:34.679531] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VTRS.txt
[2025-12-15T20:34:34.679729] [INFO ] [sig       ] [3435/3591] Completed VTRS in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 53.1s
[2025-12-15T20:34:34.679779] [INFO ] [sig       ] [3436/3591] Forecasting VTS...
[2025-12-15T20:34:34.679808] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-15T20:34:34.679838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-15T20:34:34.690620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-15T20:34:34.691010] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-15T20:34:34.691881] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-15T20:34:34.691932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:34.691992] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:34.692027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:34.692103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:34.748828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:34.749718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:34.749801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:34.749833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:34.866904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:34.867060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:34.867099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:34.867128] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:34.870439] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=64.41%)
[2025-12-15T20:34:34.870731] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-15T20:34:34.870854] [INFO ] [sig       ] VTS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:35.008524] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VTS.txt
[2025-12-15T20:34:35.008702] [INFO ] [sig       ] [3436/3591] Completed VTS in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 52.8s
[2025-12-15T20:34:35.008751] [INFO ] [sig       ] [3437/3591] Forecasting VTSI...
[2025-12-15T20:34:35.008783] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-15T20:34:35.008812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-15T20:34:35.019303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-15T20:34:35.019719] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-15T20:34:35.020625] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-15T20:34:35.020682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:35.020714] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:35.020741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:35.020798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:35.079209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:35.079953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:35.080042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:35.080084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:35.204669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:35.204820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:35.204861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:35.204890] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:35.208492] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2025-12-15T20:34:35.208849] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-15T20:34:35.209042] [INFO ] [sig       ] VTSI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:35.352825] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VTSI.txt
[2025-12-15T20:34:35.352959] [INFO ] [sig       ] [3437/3591] Completed VTSI in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 52.4s
[2025-12-15T20:34:35.352998] [INFO ] [sig       ] [3438/3591] Forecasting VTWG...
[2025-12-15T20:34:35.353026] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-15T20:34:35.353055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-15T20:34:35.363020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-15T20:34:35.363348] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-15T20:34:35.364233] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-15T20:34:35.364296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:35.364335] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:35.364375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:35.364459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:35.425262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:35.426037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:35.426122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:35.426156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:35.545753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:35.545907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:35.545945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:35.545974] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:35.549279] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2025-12-15T20:34:35.549543] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-15T20:34:35.549705] [INFO ] [sig       ] VTWG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:35.690676] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VTWG.txt
[2025-12-15T20:34:35.690810] [INFO ] [sig       ] [3438/3591] Completed VTWG in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 52.1s
[2025-12-15T20:34:35.690857] [INFO ] [sig       ] [3439/3591] Forecasting VTWO...
[2025-12-15T20:34:35.690887] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-15T20:34:35.690917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-15T20:34:35.700647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-15T20:34:35.700987] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-15T20:34:35.701785] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-15T20:34:35.701837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:35.701869] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:35.701895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:35.701952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:35.757704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:35.758440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:35.758521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:35.758554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:35.882833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:35.882984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:35.883022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:35.883106] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:35.886556] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-15T20:34:35.886880] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-15T20:34:35.887008] [INFO ] [sig       ] VTWO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:36.025120] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VTWO.txt
[2025-12-15T20:34:36.025253] [INFO ] [sig       ] [3439/3591] Completed VTWO in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 51.8s
[2025-12-15T20:34:36.025292] [INFO ] [sig       ] [3440/3591] Forecasting VTYX...
[2025-12-15T20:34:36.025322] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-15T20:34:36.025351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-15T20:34:36.035252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-15T20:34:36.035601] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-15T20:34:36.036358] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-15T20:34:36.036409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:36.036440] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:36.036467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:36.036523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:36.091362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:36.092004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:36.092080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:36.092112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:36.213461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:36.213644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:36.213696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:36.213732] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:36.217046] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-15T20:34:36.217315] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-15T20:34:36.217458] [INFO ] [sig       ] VTYX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:36.355803] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VTYX.txt
[2025-12-15T20:34:36.355931] [INFO ] [sig       ] [3440/3591] Completed VTYX in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 51.4s
[2025-12-15T20:34:36.355970] [INFO ] [sig       ] [3441/3591] Forecasting VUZI...
[2025-12-15T20:34:36.355999] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-15T20:34:36.356028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-15T20:34:36.365793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-15T20:34:36.366161] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-15T20:34:36.366942] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-15T20:34:36.366993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:36.367024] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:36.367050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:36.367107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:36.422797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:36.423424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:36.423503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:36.423536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:36.542723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:36.542867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:36.542906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:36.542935] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:36.546211] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2025-12-15T20:34:36.546474] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-15T20:34:36.546610] [INFO ] [sig       ] VUZI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:36.683981] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VUZI.txt
[2025-12-15T20:34:36.684105] [INFO ] [sig       ] [3441/3591] Completed VUZI in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 51.1s
[2025-12-15T20:34:36.684143] [INFO ] [sig       ] [3442/3591] Forecasting VVOS...
[2025-12-15T20:34:36.684171] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-15T20:34:36.684202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-15T20:34:36.694223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-15T20:34:36.694557] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-15T20:34:36.695363] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-15T20:34:36.695415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:36.695447] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:36.695476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:36.695534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:36.751809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:36.752432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:36.752509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:36.752544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:36.865538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:36.865693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:36.865747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:36.865776] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:36.869026] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=22.10%)
[2025-12-15T20:34:36.869289] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-15T20:34:36.869406] [INFO ] [sig       ] VVOS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:37.006840] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VVOS.txt
[2025-12-15T20:34:37.006958] [INFO ] [sig       ] [3442/3591] Completed VVOS in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 50.7s
[2025-12-15T20:34:37.006997] [INFO ] [sig       ] [3443/3591] Forecasting VVX...
[2025-12-15T20:34:37.007026] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-15T20:34:37.007055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-15T20:34:37.020386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-15T20:34:37.020770] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-15T20:34:37.021593] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-15T20:34:37.021648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:37.021681] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:37.021715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:37.021772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:37.078206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:37.078821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:37.078896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:37.078927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:37.201403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:37.201546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:37.201603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:37.201632] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:37.204901] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-15T20:34:37.205162] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-15T20:34:37.205283] [INFO ] [sig       ] VVX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:37.344682] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VVX.txt
[2025-12-15T20:34:37.344802] [INFO ] [sig       ] [3443/3591] Completed VVX in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 50.4s
[2025-12-15T20:34:37.344843] [INFO ] [sig       ] [3444/3591] Forecasting VWOB...
[2025-12-15T20:34:37.344871] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-15T20:34:37.344900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-15T20:34:37.354929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-15T20:34:37.355241] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-15T20:34:37.356030] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-15T20:34:37.356082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:37.356113] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:37.356139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:37.356196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:37.412838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:37.413482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:37.413600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:37.413638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:37.539265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:37.539417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:37.539459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:37.539487] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:37.542858] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2025-12-15T20:34:37.543123] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-15T20:34:37.543240] [INFO ] [sig       ] VWOB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:37.685163] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VWOB.txt
[2025-12-15T20:34:37.685327] [INFO ] [sig       ] [3444/3591] Completed VWOB in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 50.1s
[2025-12-15T20:34:37.685367] [INFO ] [sig       ] [3445/3591] Forecasting VXUS...
[2025-12-15T20:34:37.685397] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-15T20:34:37.685426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-15T20:34:37.695476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-15T20:34:37.695793] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-15T20:34:37.696541] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-15T20:34:37.696622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:37.696655] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:37.696681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:37.696737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:37.750728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:37.751293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:37.751369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:37.751400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:37.876480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:37.876647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:37.876694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:37.876730] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:37.880078] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-15T20:34:37.880340] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-15T20:34:37.880467] [INFO ] [sig       ] VXUS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:38.016104] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VXUS.txt
[2025-12-15T20:34:38.016208] [INFO ] [sig       ] [3445/3591] Completed VXUS in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 49.7s
[2025-12-15T20:34:38.016245] [INFO ] [sig       ] [3446/3591] Forecasting VYMI...
[2025-12-15T20:34:38.016273] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-15T20:34:38.016301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-15T20:34:38.025807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-15T20:34:38.026092] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-15T20:34:38.026839] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-15T20:34:38.026889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:38.026935] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:38.026964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:38.027019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:38.082692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:38.083274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:38.083388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:38.083422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:38.197637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:38.197775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:38.197820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:38.197853] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:38.201099] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=50.07%)
[2025-12-15T20:34:38.201359] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-15T20:34:38.201476] [INFO ] [sig       ] VYMI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:38.339486] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/VYMI.txt
[2025-12-15T20:34:38.339611] [INFO ] [sig       ] [3446/3591] Completed VYMI in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 49.4s
[2025-12-15T20:34:38.339652] [INFO ] [sig       ] [3447/3591] Forecasting VYX...
[2025-12-15T20:34:38.339681] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-15T20:34:38.339710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-15T20:34:38.351672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-15T20:34:38.351980] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-15T20:34:38.352742] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-15T20:34:38.352792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:38.352822] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:38.352848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:38.352903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:38.410638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:38.411203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:38.411278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:38.411309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:38.536643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:38.536790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:38.536828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:38.536856] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:38.540139] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-15T20:34:38.540402] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-15T20:34:38.540521] [INFO ] [sig       ] VYX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:38.681232] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VYX.txt
[2025-12-15T20:34:38.681364] [INFO ] [sig       ] [3447/3591] Completed VYX in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 49.0s
[2025-12-15T20:34:38.681409] [INFO ] [sig       ] [3448/3591] Forecasting VZ...
[2025-12-15T20:34:38.681439] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-15T20:34:38.681468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-15T20:34:38.691366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-15T20:34:38.691682] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-15T20:34:38.692414] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-15T20:34:38.692465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:38.692495] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:38.692521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:38.692604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:38.747967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:38.748599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:38.748678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:38.748711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:38.866142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:38.866270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:38.866308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:38.866336] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:38.869533] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=36.85%)
[2025-12-15T20:34:38.869841] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-15T20:34:38.869965] [INFO ] [sig       ] VZ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:39.006955] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/VZ.txt
[2025-12-15T20:34:39.007062] [INFO ] [sig       ] [3448/3591] Completed VZ in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 48.7s
[2025-12-15T20:34:39.007098] [INFO ] [sig       ] [3449/3591] Forecasting WAB...
[2025-12-15T20:34:39.007127] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-15T20:34:39.007157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-15T20:34:39.017158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-15T20:34:39.017451] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-15T20:34:39.018231] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-15T20:34:39.018284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:39.018316] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:39.018343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:39.018399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:39.074026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:39.074632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:39.074713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:39.074752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:39.192377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:39.192519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:39.192560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:39.192608] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:39.195834] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=19.84%)
[2025-12-15T20:34:39.196102] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-15T20:34:39.196220] [INFO ] [sig       ] WAB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:39.332427] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WAB.txt
[2025-12-15T20:34:39.332555] [INFO ] [sig       ] [3449/3591] Completed WAB in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 48.4s
[2025-12-15T20:34:39.332612] [INFO ] [sig       ] [3450/3591] Forecasting WABC...
[2025-12-15T20:34:39.332649] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-15T20:34:39.332680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-15T20:34:39.345646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-15T20:34:39.345975] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-15T20:34:39.346747] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-15T20:34:39.346797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:39.346828] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:39.346854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:39.346910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:39.401532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:39.402151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:39.402227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:39.402257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:39.518185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:39.518337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:39.518375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:39.518405] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:39.521758] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-15T20:34:39.522025] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-15T20:34:39.522144] [INFO ] [sig       ] WABC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:39.660016] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WABC.txt
[2025-12-15T20:34:39.660171] [INFO ] [sig       ] [3450/3591] Completed WABC in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 48.0s
[2025-12-15T20:34:39.660211] [INFO ] [sig       ] [3451/3591] Forecasting WAFD...
[2025-12-15T20:34:39.660240] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-15T20:34:39.660270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-15T20:34:39.670598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-15T20:34:39.670943] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-15T20:34:39.671701] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-15T20:34:39.671751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:39.671784] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:39.671813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:39.671869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:39.726740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:39.727413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:39.727493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:39.727525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:39.847195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:39.847348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:39.847385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:39.847414] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:39.850780] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2025-12-15T20:34:39.851066] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-15T20:34:39.851190] [INFO ] [sig       ] WAFD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:39.988042] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WAFD.txt
[2025-12-15T20:34:39.988184] [INFO ] [sig       ] [3451/3591] Completed WAFD in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 47.7s
[2025-12-15T20:34:39.988224] [INFO ] [sig       ] [3452/3591] Forecasting WAFDP...
[2025-12-15T20:34:39.988253] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-15T20:34:39.988281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-15T20:34:39.998619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-15T20:34:39.998970] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-15T20:34:39.999766] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-15T20:34:39.999817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:39.999848] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:39.999873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:39.999928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:40.055464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:40.056090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:40.056167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:40.056199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:40.165464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:40.165639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:40.165695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:40.165727] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:40.169166] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-12-15T20:34:40.169442] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-15T20:34:40.169564] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:40.306907] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WAFDP.txt
[2025-12-15T20:34:40.307039] [INFO ] [sig       ] [3452/3591] Completed WAFDP in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 47.3s
[2025-12-15T20:34:40.307080] [INFO ] [sig       ] [3453/3591] Forecasting WAL...
[2025-12-15T20:34:40.307109] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-15T20:34:40.307141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-15T20:34:40.317166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-15T20:34:40.317476] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-15T20:34:40.318232] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-15T20:34:40.318283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:40.318341] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:40.318370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:40.318426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:40.372937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:40.373593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:40.373671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:40.373704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:40.491607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:40.491762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:40.491801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:40.491849] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:40.495110] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2025-12-15T20:34:40.495372] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-15T20:34:40.495493] [INFO ] [sig       ] WAL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:40.632721] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WAL.txt
[2025-12-15T20:34:40.632854] [INFO ] [sig       ] [3453/3591] Completed WAL in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 47.0s
[2025-12-15T20:34:40.632893] [INFO ] [sig       ] [3454/3591] Forecasting WALD...
[2025-12-15T20:34:40.632922] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-15T20:34:40.632953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-15T20:34:40.643004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-15T20:34:40.643344] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-15T20:34:40.644120] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-15T20:34:40.644170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:40.644201] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:40.644226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:40.644281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:40.699106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:40.699858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:40.699944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:40.699976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:40.816043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:40.816198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:40.816237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:40.816264] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:40.819534] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-15T20:34:40.819840] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-15T20:34:40.819975] [INFO ] [sig       ] WALD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:40.959018] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WALD.txt
[2025-12-15T20:34:40.959170] [INFO ] [sig       ] [3454/3591] Completed WALD in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 46.7s
[2025-12-15T20:34:40.959221] [INFO ] [sig       ] [3455/3591] Forecasting WASH...
[2025-12-15T20:34:40.959251] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-15T20:34:40.959279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-15T20:34:40.970665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-15T20:34:40.971052] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-15T20:34:40.971885] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-15T20:34:40.971939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:40.971970] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:40.971998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:40.972055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:41.029117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:41.030020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:41.030109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:41.030159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:41.150024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:41.150176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:41.150215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:41.150242] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:41.153620] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=46.59%)
[2025-12-15T20:34:41.153898] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-15T20:34:41.154025] [INFO ] [sig       ] WASH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:41.299670] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WASH.txt
[2025-12-15T20:34:41.299833] [INFO ] [sig       ] [3455/3591] Completed WASH in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 46.3s
[2025-12-15T20:34:41.299874] [INFO ] [sig       ] [3456/3591] Forecasting WAVE...
[2025-12-15T20:34:41.299904] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-15T20:34:41.299935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-15T20:34:41.310000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-15T20:34:41.310376] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-15T20:34:41.311199] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-15T20:34:41.311251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:41.311283] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:41.311308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:41.311363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:41.368548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:41.369450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:41.369550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:41.369613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:41.481027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:41.481183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:41.481222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:41.481288] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:41.484680] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2025-12-15T20:34:41.484968] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-15T20:34:41.485102] [INFO ] [sig       ] WAVE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:41.630633] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WAVE.txt
[2025-12-15T20:34:41.630797] [INFO ] [sig       ] [3456/3591] Completed WAVE in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 46.0s
[2025-12-15T20:34:41.630846] [INFO ] [sig       ] [3457/3591] Forecasting WAY...
[2025-12-15T20:34:41.630883] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-15T20:34:41.630919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-15T20:34:41.641202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-15T20:34:41.641592] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-15T20:34:41.642352] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-15T20:34:41.642404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:41.642435] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:41.642476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:41.642535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:41.703182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:41.704248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:41.704371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:41.704406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:41.829196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:41.829349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:41.829389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:41.829417] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:41.832822] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=25.06%)
[2025-12-15T20:34:41.833091] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-15T20:34:41.833223] [INFO ] [sig       ] WAY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:41.973253] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WAY.txt
[2025-12-15T20:34:41.973380] [INFO ] [sig       ] [3457/3591] Completed WAY in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 45.6s
[2025-12-15T20:34:41.973427] [INFO ] [sig       ] [3458/3591] Forecasting WB...
[2025-12-15T20:34:41.973458] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-15T20:34:41.973488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-15T20:34:41.983484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-15T20:34:41.983835] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-15T20:34:41.984614] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-15T20:34:41.984669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:41.984700] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:41.984727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:41.984784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:42.040213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:42.041052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:42.041132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:42.041164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:42.164352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:42.164500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:42.164538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:42.164584] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:42.167871] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-12-15T20:34:42.168135] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-15T20:34:42.168256] [INFO ] [sig       ] WB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:42.307494] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WB.txt
[2025-12-15T20:34:42.307646] [INFO ] [sig       ] [3458/3591] Completed WB in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 45.3s
[2025-12-15T20:34:42.307688] [INFO ] [sig       ] [3459/3591] Forecasting WBD...
[2025-12-15T20:34:42.307718] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-15T20:34:42.307749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-15T20:34:42.317963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-15T20:34:42.318316] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-15T20:34:42.319190] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-15T20:34:42.319243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:42.319274] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:42.319301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:42.319357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:42.375451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:42.376166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:42.376247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:42.376279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:42.500450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:42.500626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:42.500676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:42.500705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:42.504139] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-15T20:34:42.504407] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-15T20:34:42.504528] [INFO ] [sig       ] WBD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:42.644667] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WBD.txt
[2025-12-15T20:34:42.644823] [INFO ] [sig       ] [3459/3591] Completed WBD in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 44.9s
[2025-12-15T20:34:42.644866] [INFO ] [sig       ] [3460/3591] Forecasting WBIY...
[2025-12-15T20:34:42.644896] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-15T20:34:42.644926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-15T20:34:42.653633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-15T20:34:42.653893] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-15T20:34:42.654813] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-15T20:34:42.654875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:42.654914] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:42.654946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:42.655002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:42.711231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:42.711885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:42.711961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:42.711992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:42.804503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:42.804640] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:34:42.804678] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:42.804707] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:42.807919] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: DOWN (p=32.21%)
[2025-12-15T20:34:42.808181] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-15T20:34:42.808299] [INFO ] [sig       ] WBIY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:42.946726] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WBIY.txt
[2025-12-15T20:34:42.946885] [INFO ] [sig       ] [3460/3591] Completed WBIY in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 44.6s
[2025-12-15T20:34:42.946934] [INFO ] [sig       ] [3461/3591] Forecasting WBS...
[2025-12-15T20:34:42.946969] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-15T20:34:42.947001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-15T20:34:42.956585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-15T20:34:42.956891] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-15T20:34:42.957648] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-15T20:34:42.957699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:42.957730] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:42.957758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:42.957826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:43.013190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:43.013807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:43.013885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:43.013916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:43.135892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:43.136040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:43.136079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:43.136109] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:43.139458] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-12-15T20:34:43.139748] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-15T20:34:43.139877] [INFO ] [sig       ] WBS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:43.283557] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WBS.txt
[2025-12-15T20:34:43.283712] [INFO ] [sig       ] [3461/3591] Completed WBS in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 44.3s
[2025-12-15T20:34:43.283754] [INFO ] [sig       ] [3462/3591] Forecasting WBTN...
[2025-12-15T20:34:43.283784] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-15T20:34:43.283812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-15T20:34:43.294052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-15T20:34:43.294379] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-15T20:34:43.295264] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-15T20:34:43.295317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:43.295348] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:43.295374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:43.295430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:43.353441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:43.354149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:43.354238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:43.354274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:43.476842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:43.476992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:43.477032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:43.477060] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:43.480355] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=64.41%)
[2025-12-15T20:34:43.480637] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-15T20:34:43.480755] [INFO ] [sig       ] WBTN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:43.620404] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WBTN.txt
[2025-12-15T20:34:43.620530] [INFO ] [sig       ] [3462/3591] Completed WBTN in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 43.9s
[2025-12-15T20:34:43.620589] [INFO ] [sig       ] [3463/3591] Forecasting WBX...
[2025-12-15T20:34:43.620622] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-15T20:34:43.620653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-15T20:34:43.630932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-15T20:34:43.631256] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-15T20:34:43.632127] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-15T20:34:43.632181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:43.632212] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:43.632240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:43.632297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:43.690751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:43.691346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:43.691478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:43.691524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:43.815373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:43.815526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:43.815584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:43.815617] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:43.818952] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=50.48%)
[2025-12-15T20:34:43.819234] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-15T20:34:43.819355] [INFO ] [sig       ] WBX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:43.958699] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WBX.txt
[2025-12-15T20:34:43.958823] [INFO ] [sig       ] [3463/3591] Completed WBX in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 43.6s
[2025-12-15T20:34:43.958865] [INFO ] [sig       ] [3464/3591] Forecasting WCC...
[2025-12-15T20:34:43.958896] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-15T20:34:43.958924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-15T20:34:43.969078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-15T20:34:43.969390] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-15T20:34:43.970189] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-15T20:34:43.970242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:43.970272] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:43.970298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:43.970354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:44.026116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:44.026786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:44.026864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:44.026896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:44.148429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:44.148593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:44.148633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:44.148661] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:44.151980] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-15T20:34:44.152259] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-15T20:34:44.152380] [INFO ] [sig       ] WCC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:44.296505] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WCC.txt
[2025-12-15T20:34:44.296652] [INFO ] [sig       ] [3464/3591] Completed WCC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 43.2s
[2025-12-15T20:34:44.296694] [INFO ] [sig       ] [3465/3591] Forecasting WCLD...
[2025-12-15T20:34:44.296723] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-15T20:34:44.296752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-15T20:34:44.307734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-15T20:34:44.308097] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-15T20:34:44.308944] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-15T20:34:44.309016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:44.309060] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:44.309087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:44.309143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:44.364563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:44.365319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:44.365419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:44.365453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:44.483551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:44.483723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:44.483762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:44.483791] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:44.487530] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-12-15T20:34:44.487834] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-15T20:34:44.487986] [INFO ] [sig       ] WCLD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:44.627047] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WCLD.txt
[2025-12-15T20:34:44.627190] [INFO ] [sig       ] [3465/3591] Completed WCLD in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 42.9s
[2025-12-15T20:34:44.627233] [INFO ] [sig       ] [3466/3591] Forecasting WD...
[2025-12-15T20:34:44.627263] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-15T20:34:44.627292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-15T20:34:44.637293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-15T20:34:44.637666] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-15T20:34:44.638459] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-15T20:34:44.638509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:44.638542] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:44.638568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:44.638644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:44.694456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:44.695251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:44.695330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:44.695362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:44.813382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:44.813523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:44.813562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:44.813609] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:44.816908] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=46.95%)
[2025-12-15T20:34:44.817174] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-15T20:34:44.817293] [INFO ] [sig       ] WD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:44.958794] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WD.txt
[2025-12-15T20:34:44.958941] [INFO ] [sig       ] [3466/3591] Completed WD in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 42.6s
[2025-12-15T20:34:44.959011] [INFO ] [sig       ] [3467/3591] Forecasting WDAY...
[2025-12-15T20:34:44.959047] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-15T20:34:44.959076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-15T20:34:44.969202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-15T20:34:44.969542] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-15T20:34:44.970337] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-15T20:34:44.970390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:44.970423] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:44.970452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:44.970509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:45.026000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:45.026569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:45.026662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:45.026693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:45.145945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:45.146293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:45.146333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:45.146360] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:45.150501] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-15T20:34:45.150784] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-15T20:34:45.150930] [INFO ] [sig       ] WDAY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:45.292215] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WDAY.txt
[2025-12-15T20:34:45.292363] [INFO ] [sig       ] [3467/3591] Completed WDAY in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 42.2s
[2025-12-15T20:34:45.292406] [INFO ] [sig       ] [3468/3591] Forecasting WDC...
[2025-12-15T20:34:45.292438] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-15T20:34:45.292468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-15T20:34:45.302784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-15T20:34:45.303079] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-15T20:34:45.303869] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-15T20:34:45.303923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:45.303955] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:45.303983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:45.304040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:45.361070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:45.361740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:45.361820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:45.361854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:45.485241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:45.485392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:45.485431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:45.485460] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:45.488811] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-15T20:34:45.489104] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-15T20:34:45.489228] [INFO ] [sig       ] WDC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:45.629589] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WDC.txt
[2025-12-15T20:34:45.629718] [INFO ] [sig       ] [3468/3591] Completed WDC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 41.9s
[2025-12-15T20:34:45.629756] [INFO ] [sig       ] [3469/3591] Forecasting WDFC...
[2025-12-15T20:34:45.629786] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-15T20:34:45.629816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-15T20:34:45.639471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-15T20:34:45.639788] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-15T20:34:45.640529] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-15T20:34:45.640598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:45.640631] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:45.640658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:45.640713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:45.696538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:45.697184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:45.697259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:45.697290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:45.817277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:45.817400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:45.817439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:45.817468] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:45.820878] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-15T20:34:45.821178] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-15T20:34:45.821302] [INFO ] [sig       ] WDFC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:45.963072] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WDFC.txt
[2025-12-15T20:34:45.963212] [INFO ] [sig       ] [3469/3591] Completed WDFC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 41.5s
[2025-12-15T20:34:45.963252] [INFO ] [sig       ] [3470/3591] Forecasting WDH...
[2025-12-15T20:34:45.963281] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-15T20:34:45.963310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-15T20:34:45.974240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-15T20:34:45.974590] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-15T20:34:45.975330] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-15T20:34:45.975381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:45.975452] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:45.975482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:45.975539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:46.031056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:46.031734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:46.031817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:46.031852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:46.148999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:46.149153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:46.149194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:46.149222] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:46.152602] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=14.91%)
[2025-12-15T20:34:46.152867] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-15T20:34:46.152986] [INFO ] [sig       ] WDH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:46.290077] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WDH.txt
[2025-12-15T20:34:46.290216] [INFO ] [sig       ] [3470/3591] Completed WDH in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 41.2s
[2025-12-15T20:34:46.290258] [INFO ] [sig       ] [3471/3591] Forecasting WDI...
[2025-12-15T20:34:46.290287] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-15T20:34:46.290316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-15T20:34:46.300709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-15T20:34:46.301007] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-15T20:34:46.301782] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-15T20:34:46.301834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:46.301867] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:46.301898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:46.301959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:46.358656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:46.359367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:46.359448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:46.359481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:46.483359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:46.483510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:46.483549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:46.483596] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:46.487221] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-15T20:34:46.487562] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-15T20:34:46.487720] [INFO ] [sig       ] WDI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:46.631379] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WDI.txt
[2025-12-15T20:34:46.631538] [INFO ] [sig       ] [3471/3591] Completed WDI in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 40.9s
[2025-12-15T20:34:46.631601] [INFO ] [sig       ] [3472/3591] Forecasting WDS...
[2025-12-15T20:34:46.631653] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-15T20:34:46.631685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-15T20:34:46.641976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-15T20:34:46.642342] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-15T20:34:46.643120] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-15T20:34:46.643171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:46.643202] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:46.643229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:46.643285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:46.703910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:46.704846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:46.704949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:46.704985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:46.824501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:46.824676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:46.824716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:46.824746] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:46.828170] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-15T20:34:46.828458] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-15T20:34:46.828618] [INFO ] [sig       ] WDS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:46.971746] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WDS.txt
[2025-12-15T20:34:46.971900] [INFO ] [sig       ] [3472/3591] Completed WDS in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 40.5s
[2025-12-15T20:34:46.971942] [INFO ] [sig       ] [3473/3591] Forecasting WEA...
[2025-12-15T20:34:46.971974] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-15T20:34:46.972004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-15T20:34:46.981897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-15T20:34:46.982245] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-15T20:34:46.983061] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-15T20:34:46.983114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:46.983146] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:46.983173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:46.983229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:47.039528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:47.040199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:47.040280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:47.040313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:47.154229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:47.154392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:47.154448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:47.154479] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:47.157945] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-15T20:34:47.158246] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-15T20:34:47.158376] [INFO ] [sig       ] WEA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:47.299402] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WEA.txt
[2025-12-15T20:34:47.299548] [INFO ] [sig       ] [3473/3591] Completed WEA in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 40.2s
[2025-12-15T20:34:47.299611] [INFO ] [sig       ] [3474/3591] Forecasting WEC...
[2025-12-15T20:34:47.299646] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-15T20:34:47.299675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-15T20:34:47.309429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-15T20:34:47.309819] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-15T20:34:47.310590] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-15T20:34:47.310642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:47.310673] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:47.310700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:47.310756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:47.365914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:47.366551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:47.366643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:47.366676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:47.497189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:47.497343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:47.497381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:47.497410] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:47.500708] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=50.49%)
[2025-12-15T20:34:47.500999] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-15T20:34:47.501131] [INFO ] [sig       ] WEC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:47.643981] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WEC.txt
[2025-12-15T20:34:47.644114] [INFO ] [sig       ] [3474/3591] Completed WEC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 39.8s
[2025-12-15T20:34:47.644152] [INFO ] [sig       ] [3475/3591] Forecasting WEN...
[2025-12-15T20:34:47.644181] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-15T20:34:47.644212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-15T20:34:47.654042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-15T20:34:47.654358] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-15T20:34:47.655146] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-15T20:34:47.655198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:47.655229] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:47.655255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:47.655311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:47.713338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:47.714051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:47.714139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:47.714173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:47.835583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:47.835731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:47.835771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:47.835799] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:47.839103] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-15T20:34:47.839363] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-15T20:34:47.839484] [INFO ] [sig       ] WEN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:47.982532] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WEN.txt
[2025-12-15T20:34:47.982685] [INFO ] [sig       ] [3475/3591] Completed WEN in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 39.5s
[2025-12-15T20:34:47.982728] [INFO ] [sig       ] [3476/3591] Forecasting WERN...
[2025-12-15T20:34:47.982757] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-15T20:34:47.982786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-15T20:34:47.992236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-15T20:34:47.992541] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-15T20:34:47.993297] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-15T20:34:47.993347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:47.993378] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:47.993404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:47.993459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:48.050666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:48.051265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:48.051344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:48.051379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:48.171432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:48.171637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:48.171682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:48.171712] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:48.175348] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-15T20:34:48.175654] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-15T20:34:48.175791] [INFO ] [sig       ] WERN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:48.318188] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WERN.txt
[2025-12-15T20:34:48.318315] [INFO ] [sig       ] [3476/3591] Completed WERN in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 39.2s
[2025-12-15T20:34:48.318355] [INFO ] [sig       ] [3477/3591] Forecasting WES...
[2025-12-15T20:34:48.318384] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-15T20:34:48.318414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-15T20:34:48.328545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-15T20:34:48.328883] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-15T20:34:48.329689] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-15T20:34:48.329741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:48.329774] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:48.329803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:48.329861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:48.390628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:48.391446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:48.391538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:48.391591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:48.509735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:48.509898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:48.509947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:48.510003] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:48.513568] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-12-15T20:34:48.513896] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-15T20:34:48.514033] [INFO ] [sig       ] WES: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:48.657313] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WES.txt
[2025-12-15T20:34:48.657443] [INFO ] [sig       ] [3477/3591] Completed WES in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 38.8s
[2025-12-15T20:34:48.657482] [INFO ] [sig       ] [3478/3591] Forecasting WEX...
[2025-12-15T20:34:48.657512] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-15T20:34:48.657542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-15T20:34:48.667916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-15T20:34:48.668264] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-15T20:34:48.669211] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-15T20:34:48.669274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:48.669315] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:48.669351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:48.669415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:48.727503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:48.728338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:48.728420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:48.728455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:48.849105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:48.849262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:48.849301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:48.849328] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:48.852657] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-15T20:34:48.852929] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-15T20:34:48.853054] [INFO ] [sig       ] WEX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:49.001199] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WEX.txt
[2025-12-15T20:34:49.001364] [INFO ] [sig       ] [3478/3591] Completed WEX in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 38.5s
[2025-12-15T20:34:49.001478] [INFO ] [sig       ] [3479/3591] Forecasting WEYS...
[2025-12-15T20:34:49.001511] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-15T20:34:49.001541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-15T20:34:49.011155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-15T20:34:49.011488] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-15T20:34:49.012488] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-15T20:34:49.012541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:49.012592] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:49.012623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:49.012681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:49.070450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:49.071207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:49.071287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:49.071336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:49.176249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:49.176398] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-15T20:34:49.176439] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:49.176469] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:49.179979] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=27.14%)
[2025-12-15T20:34:49.180263] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-15T20:34:49.180422] [INFO ] [sig       ] WEYS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:49.327202] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WEYS.txt
[2025-12-15T20:34:49.327345] [INFO ] [sig       ] [3479/3591] Completed WEYS in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 38.1s
[2025-12-15T20:34:49.327384] [INFO ] [sig       ] [3480/3591] Forecasting WF...
[2025-12-15T20:34:49.327414] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-15T20:34:49.327445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-15T20:34:49.337022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-15T20:34:49.337408] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-15T20:34:49.338423] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-15T20:34:49.338488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:49.338538] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:49.338606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:49.338697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:49.396820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:49.397639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:49.397754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:49.397789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:49.521307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:49.521434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:49.521474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:49.521506] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:49.524902] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=29.30%)
[2025-12-15T20:34:49.525193] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-15T20:34:49.525324] [INFO ] [sig       ] WF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:49.675748] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WF.txt
[2025-12-15T20:34:49.675883] [INFO ] [sig       ] [3480/3591] Completed WF in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 37.8s
[2025-12-15T20:34:49.675922] [INFO ] [sig       ] [3481/3591] Forecasting WFC...
[2025-12-15T20:34:49.675953] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-15T20:34:49.675983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-15T20:34:49.685492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-15T20:34:49.685837] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-15T20:34:49.686602] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-15T20:34:49.686652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:49.686684] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:49.686744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:49.686803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:49.746296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:49.747176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:49.747253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:49.747286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:49.871910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:49.872067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:49.872105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:49.872134] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:49.875441] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=65.10%)
[2025-12-15T20:34:49.875737] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-15T20:34:49.875864] [INFO ] [sig       ] WFC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:50.016253] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WFC.txt
[2025-12-15T20:34:50.016386] [INFO ] [sig       ] [3481/3591] Completed WFC in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 37.5s
[2025-12-15T20:34:50.016426] [INFO ] [sig       ] [3482/3591] Forecasting WFG...
[2025-12-15T20:34:50.016457] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-15T20:34:50.016486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-15T20:34:50.026000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-15T20:34:50.026362] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-15T20:34:50.027140] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-15T20:34:50.027191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:50.027222] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:50.027249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:50.027304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:50.082681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:50.083339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:50.083416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:50.083448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:50.207563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:50.207724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:50.207763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:50.207793] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:50.211069] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2025-12-15T20:34:50.211331] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-15T20:34:50.211450] [INFO ] [sig       ] WFG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:50.349973] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WFG.txt
[2025-12-15T20:34:50.350123] [INFO ] [sig       ] [3482/3591] Completed WFG in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 37.1s
[2025-12-15T20:34:50.350164] [INFO ] [sig       ] [3483/3591] Forecasting WFRD...
[2025-12-15T20:34:50.350194] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-15T20:34:50.350223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-15T20:34:50.359893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-15T20:34:50.360206] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-15T20:34:50.360994] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-15T20:34:50.361044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:50.361076] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:50.361102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:50.361156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:50.417917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:50.418745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:50.418828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:50.418862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:50.539837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:50.540018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:50.540072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:50.540108] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:50.543638] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=17.48%)
[2025-12-15T20:34:50.543913] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-15T20:34:50.544038] [INFO ] [sig       ] WFRD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:50.691854] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WFRD.txt
[2025-12-15T20:34:50.692049] [INFO ] [sig       ] [3483/3591] Completed WFRD in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 36.8s
[2025-12-15T20:34:50.692105] [INFO ] [sig       ] [3484/3591] Forecasting WGMI...
[2025-12-15T20:34:50.692149] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-15T20:34:50.692182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-15T20:34:50.702502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-15T20:34:50.702865] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-15T20:34:50.703658] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-15T20:34:50.703712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:50.703745] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:50.703773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:50.703831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:50.761738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:50.762463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:50.762545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:50.762599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:50.885228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:50.885388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:50.885427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:50.885457] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:50.888804] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-15T20:34:50.889129] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-15T20:34:50.889262] [INFO ] [sig       ] WGMI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:51.027771] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WGMI.txt
[2025-12-15T20:34:51.027922] [INFO ] [sig       ] [3484/3591] Completed WGMI in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 36.4s
[2025-12-15T20:34:51.027964] [INFO ] [sig       ] [3485/3591] Forecasting WGO...
[2025-12-15T20:34:51.027994] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-15T20:34:51.028030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-15T20:34:51.037952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-15T20:34:51.038276] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-15T20:34:51.039073] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-15T20:34:51.039124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:51.039155] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:51.039182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:51.039238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:51.095592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:51.096332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:51.096413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:51.096446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:51.217922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:51.218072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:51.218113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:51.218144] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:51.221470] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-12-15T20:34:51.221761] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-15T20:34:51.221886] [INFO ] [sig       ] WGO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:51.364440] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WGO.txt
[2025-12-15T20:34:51.364643] [INFO ] [sig       ] [3485/3591] Completed WGO in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 36.1s
[2025-12-15T20:34:51.364695] [INFO ] [sig       ] [3486/3591] Forecasting WGS...
[2025-12-15T20:34:51.364728] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-15T20:34:51.364767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-15T20:34:51.375176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-15T20:34:51.375527] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-15T20:34:51.376343] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-15T20:34:51.376394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:51.376425] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:51.376450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:51.376505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:51.432997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:51.433883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:51.433971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:51.434012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:51.555436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:51.555605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:51.555646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:51.555676] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:51.559029] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-15T20:34:51.559299] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-15T20:34:51.559422] [INFO ] [sig       ] WGS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:51.699641] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WGS.txt
[2025-12-15T20:34:51.699809] [INFO ] [sig       ] [3486/3591] Completed WGS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 35.8s
[2025-12-15T20:34:51.699849] [INFO ] [sig       ] [3487/3591] Forecasting WH...
[2025-12-15T20:34:51.699879] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-15T20:34:51.699909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-15T20:34:51.709842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-15T20:34:51.710199] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-15T20:34:51.710965] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-15T20:34:51.711015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:51.711072] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:51.711100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:51.711155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:51.766549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:51.767229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:51.767306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:51.767338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:51.889677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:51.889832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:51.889873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:51.889902] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:51.893236] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-15T20:34:51.893508] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-15T20:34:51.893651] [INFO ] [sig       ] WH: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:52.034618] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WH.txt
[2025-12-15T20:34:52.034793] [INFO ] [sig       ] [3487/3591] Completed WH in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 35.4s
[2025-12-15T20:34:52.034835] [INFO ] [sig       ] [3488/3591] Forecasting WHD...
[2025-12-15T20:34:52.034865] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-15T20:34:52.034895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-15T20:34:52.045416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-15T20:34:52.045791] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-15T20:34:52.046543] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-15T20:34:52.046611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:52.046643] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:52.046670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:52.046726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:52.101674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:52.102425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:52.102514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:52.102550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:52.222382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:52.222526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:52.222588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:52.222631] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:52.225982] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-12-15T20:34:52.226275] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-15T20:34:52.226400] [INFO ] [sig       ] WHD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:52.365089] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WHD.txt
[2025-12-15T20:34:52.365227] [INFO ] [sig       ] [3488/3591] Completed WHD in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 35.1s
[2025-12-15T20:34:52.365267] [INFO ] [sig       ] [3489/3591] Forecasting WHF...
[2025-12-15T20:34:52.365296] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-15T20:34:52.365325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-15T20:34:52.375075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-15T20:34:52.375414] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-15T20:34:52.376187] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-15T20:34:52.376238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:52.376268] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:52.376294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:52.376353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:52.432501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:52.433146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:52.433224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:52.433257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:52.557969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:52.558131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:52.558171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:52.558200] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:52.561962] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-15T20:34:52.562277] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-15T20:34:52.562417] [INFO ] [sig       ] WHF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:52.707615] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WHF.txt
[2025-12-15T20:34:52.707765] [INFO ] [sig       ] [3489/3591] Completed WHF in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 34.7s
[2025-12-15T20:34:52.707805] [INFO ] [sig       ] [3490/3591] Forecasting WHG...
[2025-12-15T20:34:52.707836] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-15T20:34:52.707866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-15T20:34:52.717609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-15T20:34:52.717925] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-15T20:34:52.718681] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-15T20:34:52.718731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:52.718761] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:52.718787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:52.718843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:52.775400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:52.776115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:52.776198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:52.776231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:52.881832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:52.882021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:52.882062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:52.882091] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:52.885560] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-15T20:34:52.885848] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-15T20:34:52.885967] [INFO ] [sig       ] WHG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:53.026175] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WHG.txt
[2025-12-15T20:34:53.026312] [INFO ] [sig       ] [3490/3591] Completed WHG in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 34.4s
[2025-12-15T20:34:53.026351] [INFO ] [sig       ] [3491/3591] Forecasting WIA...
[2025-12-15T20:34:53.026381] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-15T20:34:53.026411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-15T20:34:53.036141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-15T20:34:53.036446] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-15T20:34:53.037207] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-15T20:34:53.037257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:53.037287] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:53.037312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:53.037366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:53.093106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:53.093911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:53.093989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:53.094021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:53.209062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:53.209187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:53.209227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:53.209255] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:53.212563] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-15T20:34:53.212858] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-15T20:34:53.213012] [INFO ] [sig       ] WIA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:53.359568] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WIA.txt
[2025-12-15T20:34:53.359731] [INFO ] [sig       ] [3491/3591] Completed WIA in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 34.0s
[2025-12-15T20:34:53.359773] [INFO ] [sig       ] [3492/3591] Forecasting WIMI...
[2025-12-15T20:34:53.359802] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-15T20:34:53.359830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-15T20:34:53.369699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-15T20:34:53.369991] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-15T20:34:53.370746] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-15T20:34:53.370796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:53.370827] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:53.370854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:53.370909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:53.426742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:53.427504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:53.427603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:53.427640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:53.545867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:53.546015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:53.546054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:53.546084] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:53.549358] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-15T20:34:53.549639] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-15T20:34:53.549759] [INFO ] [sig       ] WIMI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:53.689035] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WIMI.txt
[2025-12-15T20:34:53.689165] [INFO ] [sig       ] [3492/3591] Completed WIMI in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 33.7s
[2025-12-15T20:34:53.689225] [INFO ] [sig       ] [3493/3591] Forecasting WINA...
[2025-12-15T20:34:53.689256] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-15T20:34:53.689287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-15T20:34:53.698760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-15T20:34:53.699078] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-15T20:34:53.699845] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-15T20:34:53.699895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:53.699925] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:53.699952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:53.700008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:53.756190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:53.756818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:53.756892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:53.756925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:53.871232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:53.871384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:53.871423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:53.871453] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:53.874775] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=72.51%)
[2025-12-15T20:34:53.875052] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-15T20:34:53.875200] [INFO ] [sig       ] WINA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:54.015897] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WINA.txt
[2025-12-15T20:34:54.016049] [INFO ] [sig       ] [3493/3591] Completed WINA in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 33.4s
[2025-12-15T20:34:54.016093] [INFO ] [sig       ] [3494/3591] Forecasting WING...
[2025-12-15T20:34:54.016124] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-15T20:34:54.016162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-15T20:34:54.025959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-15T20:34:54.026315] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-15T20:34:54.027099] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-15T20:34:54.027152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:54.027198] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:54.027226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:54.027282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:54.086190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:54.086998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:54.087096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:54.087137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:54.212869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:54.213029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:54.213069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:54.213098] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:54.216528] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=72.34%)
[2025-12-15T20:34:54.216834] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-15T20:34:54.216996] [INFO ] [sig       ] WING: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:54.365719] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WING.txt
[2025-12-15T20:34:54.365909] [INFO ] [sig       ] [3494/3591] Completed WING in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 33.0s
[2025-12-15T20:34:54.365962] [INFO ] [sig       ] [3495/3591] Forecasting WINN...
[2025-12-15T20:34:54.366000] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-15T20:34:54.366039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-15T20:34:54.379735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-15T20:34:54.380172] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-15T20:34:54.381193] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-15T20:34:54.381263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:54.381304] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:54.381341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:54.381432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:54.443864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:54.444822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:54.444909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:54.444943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:54.578916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:54.579097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:54.579138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:54.579165] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:54.582567] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-12-15T20:34:54.582876] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-15T20:34:54.583005] [INFO ] [sig       ] WINN: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:54.724126] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WINN.txt
[2025-12-15T20:34:54.724279] [INFO ] [sig       ] [3495/3591] Completed WINN in 0.4s | 2.94 sym/s | Total: 19.8m | ETA: 32.7s
[2025-12-15T20:34:54.724318] [INFO ] [sig       ] [3496/3591] Forecasting WIX...
[2025-12-15T20:34:54.724349] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-15T20:34:54.724378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-15T20:34:54.735624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-15T20:34:54.736029] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-15T20:34:54.736840] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-15T20:34:54.736892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:54.736924] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:54.736951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:54.737009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:54.793458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:54.794243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:54.794330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:54.794363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:54.915183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:54.915332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:54.915371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:54.915399] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:54.918721] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-15T20:34:54.919003] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-15T20:34:54.919146] [INFO ] [sig       ] WIX: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:55.061315] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WIX.txt
[2025-12-15T20:34:55.061467] [INFO ] [sig       ] [3496/3591] Completed WIX in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 32.3s
[2025-12-15T20:34:55.061509] [INFO ] [sig       ] [3497/3591] Forecasting WK...
[2025-12-15T20:34:55.061540] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-15T20:34:55.061584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-15T20:34:55.071955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-15T20:34:55.072293] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-15T20:34:55.073132] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-15T20:34:55.073185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:55.073216] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:55.073246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:55.073304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:55.130012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:55.130813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:55.130935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:55.130998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:55.251467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:55.251635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:55.251674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:55.251705] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:55.255078] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=50.32%)
[2025-12-15T20:34:55.255372] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-15T20:34:55.255491] [INFO ] [sig       ] WK: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:55.393942] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WK.txt
[2025-12-15T20:34:55.394095] [INFO ] [sig       ] [3497/3591] Completed WK in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 32.0s
[2025-12-15T20:34:55.394144] [INFO ] [sig       ] [3498/3591] Forecasting WKC...
[2025-12-15T20:34:55.394175] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-15T20:34:55.394204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-15T20:34:55.404487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-15T20:34:55.404894] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-15T20:34:55.405715] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-15T20:34:55.405766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:55.405797] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:55.405825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:55.405881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:55.462004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:55.462813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:55.462892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:55.462924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:55.581964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:55.582117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:55.582155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:55.582183] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:55.585432] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-12-15T20:34:55.585716] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-15T20:34:55.585835] [INFO ] [sig       ] WKC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:55.723859] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WKC.txt
[2025-12-15T20:34:55.723990] [INFO ] [sig       ] [3498/3591] Completed WKC in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 31.7s
[2025-12-15T20:34:55.724030] [INFO ] [sig       ] [3499/3591] Forecasting WKEY...
[2025-12-15T20:34:55.724061] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-15T20:34:55.724090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-15T20:34:55.734178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-15T20:34:55.734489] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-15T20:34:55.735254] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-15T20:34:55.735306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:55.735336] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:55.735363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:55.735419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:55.791550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:55.792368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:55.792446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:55.792478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:55.914728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:55.914894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:55.914940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:55.914977] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:55.918343] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-15T20:34:55.918657] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-15T20:34:55.918777] [INFO ] [sig       ] WKEY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:56.056100] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WKEY.txt
[2025-12-15T20:34:56.056229] [INFO ] [sig       ] [3499/3591] Completed WKEY in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 31.3s
[2025-12-15T20:34:56.056268] [INFO ] [sig       ] [3500/3591] Forecasting WKSP...
[2025-12-15T20:34:56.056298] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-15T20:34:56.056327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-15T20:34:56.066071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-15T20:34:56.066367] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-15T20:34:56.067139] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-15T20:34:56.067200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:56.067238] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:56.067271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:56.067332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:56.122952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:56.123660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:56.123735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:56.123767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:56.242196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:56.242352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:56.242391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:56.242420] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:56.245762] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=67.43%)
[2025-12-15T20:34:56.246024] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-15T20:34:56.246145] [INFO ] [sig       ] WKSP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:56.385047] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WKSP.txt
[2025-12-15T20:34:56.385200] [INFO ] [sig       ] [3500/3591] Completed WKSP in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 31.0s
[2025-12-15T20:34:56.385240] [INFO ] [sig       ] [3501/3591] Forecasting WLDN...
[2025-12-15T20:34:56.385271] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-15T20:34:56.385301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-15T20:34:56.394758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-15T20:34:56.395069] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-15T20:34:56.395859] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-15T20:34:56.395909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:56.395940] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:56.395966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:56.396022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:56.451958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:56.452686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:56.452764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:56.452796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:56.575134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:56.575293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:56.575334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:56.575380] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:56.578689] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-12-15T20:34:56.578953] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-15T20:34:56.579104] [INFO ] [sig       ] WLDN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:56.719214] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WLDN.txt
[2025-12-15T20:34:56.719345] [INFO ] [sig       ] [3501/3591] Completed WLDN in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 30.6s
[2025-12-15T20:34:56.719385] [INFO ] [sig       ] [3502/3591] Forecasting WLDS...
[2025-12-15T20:34:56.719414] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-15T20:34:56.719444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-15T20:34:56.729376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-15T20:34:56.729719] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-15T20:34:56.730474] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-15T20:34:56.730526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:56.730559] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:56.730620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:56.730687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:56.785839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:56.786432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:56.786506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:56.786538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:56.902899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:56.903015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:56.903058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:56.903086] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:56.906433] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-15T20:34:56.906721] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-15T20:34:56.906844] [INFO ] [sig       ] WLDS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:57.052458] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WLDS.txt
[2025-12-15T20:34:57.052599] [INFO ] [sig       ] [3502/3591] Completed WLDS in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 30.3s
[2025-12-15T20:34:57.052640] [INFO ] [sig       ] [3503/3591] Forecasting WLFC...
[2025-12-15T20:34:57.052670] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-15T20:34:57.052698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-15T20:34:57.062393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-15T20:34:57.062717] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-15T20:34:57.063465] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-15T20:34:57.063516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:57.063548] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:57.063597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:57.063671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:57.119906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:57.120693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:57.120786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:57.120818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:57.240338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:57.240502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:57.240542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:57.240589] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:57.243853] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-15T20:34:57.244118] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-15T20:34:57.244261] [INFO ] [sig       ] WLFC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:57.384777] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WLFC.txt
[2025-12-15T20:34:57.384904] [INFO ] [sig       ] [3503/3591] Completed WLFC in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 30.0s
[2025-12-15T20:34:57.384944] [INFO ] [sig       ] [3504/3591] Forecasting WLK...
[2025-12-15T20:34:57.384974] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-15T20:34:57.385003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-15T20:34:57.394922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-15T20:34:57.395262] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-15T20:34:57.396039] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-15T20:34:57.396089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:57.396147] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:57.396175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:57.396245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:57.454230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:57.454992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:57.455070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:57.455102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:57.574633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:57.574785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:57.574823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:57.574851] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:57.578098] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-12-15T20:34:57.578360] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-15T20:34:57.578478] [INFO ] [sig       ] WLK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:57.724563] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WLK.txt
[2025-12-15T20:34:57.724742] [INFO ] [sig       ] [3504/3591] Completed WLK in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 29.6s
[2025-12-15T20:34:57.724783] [INFO ] [sig       ] [3505/3591] Forecasting WLKP...
[2025-12-15T20:34:57.724814] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-15T20:34:57.724843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-15T20:34:57.734960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-15T20:34:57.735355] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-15T20:34:57.736164] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-15T20:34:57.736216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:57.736263] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:57.736292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:57.736349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:57.793119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:57.793998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:57.794081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:57.794112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:57.917477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:57.917650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:57.917691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:57.917719] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:57.921234] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-15T20:34:57.921625] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-15T20:34:57.921766] [INFO ] [sig       ] WLKP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:58.069159] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WLKP.txt
[2025-12-15T20:34:58.069307] [INFO ] [sig       ] [3505/3591] Completed WLKP in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 29.3s
[2025-12-15T20:34:58.069349] [INFO ] [sig       ] [3506/3591] Forecasting WMG...
[2025-12-15T20:34:58.069380] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-15T20:34:58.069410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-15T20:34:58.079558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-15T20:34:58.079910] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-15T20:34:58.080724] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-15T20:34:58.080783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:58.080818] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:58.080844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:58.080901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:58.139996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:58.140713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:58.140792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:58.140825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:58.267997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:58.268177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:58.268235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:58.268279] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:58.273064] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-12-15T20:34:58.273452] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-15T20:34:58.273649] [INFO ] [sig       ] WMG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:58.424020] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WMG.txt
[2025-12-15T20:34:58.424152] [INFO ] [sig       ] [3506/3591] Completed WMG in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 28.9s
[2025-12-15T20:34:58.424190] [INFO ] [sig       ] [3507/3591] Forecasting WMK...
[2025-12-15T20:34:58.424219] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-15T20:34:58.424250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-15T20:34:58.435222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-15T20:34:58.435613] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-15T20:34:58.436443] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-15T20:34:58.436495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:58.436528] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:58.436554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:58.436636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:58.494147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:58.494871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:58.494953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:58.494985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:58.615470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:58.615642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:58.615683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:58.615743] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:58.619209] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-15T20:34:58.619500] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-15T20:34:58.619647] [INFO ] [sig       ] WMK: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:58.761226] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WMK.txt
[2025-12-15T20:34:58.761377] [INFO ] [sig       ] [3507/3591] Completed WMK in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 28.6s
[2025-12-15T20:34:58.761417] [INFO ] [sig       ] [3508/3591] Forecasting WMS...
[2025-12-15T20:34:58.761448] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-15T20:34:58.761478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-15T20:34:58.771504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-15T20:34:58.771826] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-15T20:34:58.772560] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-15T20:34:58.772636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:58.772668] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:58.772694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:58.772756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:58.828880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:58.829728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:58.829808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:58.829840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:58.949032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:58.949174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:58.949212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:58.949240] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:58.952485] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-15T20:34:58.952768] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-15T20:34:58.952892] [INFO ] [sig       ] WMS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:34:59.091174] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WMS.txt
[2025-12-15T20:34:59.091316] [INFO ] [sig       ] [3508/3591] Completed WMS in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 28.3s
[2025-12-15T20:34:59.091356] [INFO ] [sig       ] [3509/3591] Forecasting WNC...
[2025-12-15T20:34:59.091387] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-15T20:34:59.091423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-15T20:34:59.101364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-15T20:34:59.101697] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-15T20:34:59.102455] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-15T20:34:59.102506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:59.102537] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:59.102563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:59.102648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:59.161051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:59.161837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:59.161921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:59.161954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:59.281055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:59.281236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:59.281299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:59.281350] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:59.284676] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-15T20:34:59.284945] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-15T20:34:59.285076] [INFO ] [sig       ] WNC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:59.425388] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WNC.txt
[2025-12-15T20:34:59.425600] [INFO ] [sig       ] [3509/3591] Completed WNC in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 27.9s
[2025-12-15T20:34:59.425655] [INFO ] [sig       ] [3510/3591] Forecasting WNEB...
[2025-12-15T20:34:59.425700] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-15T20:34:59.425736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-15T20:34:59.436596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-15T20:34:59.436986] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-15T20:34:59.437786] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-15T20:34:59.437838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:59.437870] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:59.437895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:59.437950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:59.493586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:59.494235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:59.494313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:59.494345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:59.616852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:59.617007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:59.617046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:59.617075] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:59.620380] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=29.53%)
[2025-12-15T20:34:59.620682] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-15T20:34:59.620808] [INFO ] [sig       ] WNEB: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:34:59.758860] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WNEB.txt
[2025-12-15T20:34:59.759044] [INFO ] [sig       ] [3510/3591] Completed WNEB in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 27.6s
[2025-12-15T20:34:59.759090] [INFO ] [sig       ] [3511/3591] Forecasting WOOD...
[2025-12-15T20:34:59.759119] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-15T20:34:59.759148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-15T20:34:59.769567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-15T20:34:59.769918] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-15T20:34:59.770697] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-15T20:34:59.770747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:34:59.770779] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:34:59.770806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:34:59.770867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:34:59.827619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:34:59.828419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:34:59.828501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:34:59.828534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:34:59.933362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:34:59.933512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:34:59.933550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:34:59.933594] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:34:59.936852] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-12-15T20:34:59.937110] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-15T20:34:59.937227] [INFO ] [sig       ] WOOD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:00.077938] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WOOD.txt
[2025-12-15T20:35:00.078067] [INFO ] [sig       ] [3511/3591] Completed WOOD in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 27.2s
[2025-12-15T20:35:00.078109] [INFO ] [sig       ] [3512/3591] Forecasting WOOF...
[2025-12-15T20:35:00.078139] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-15T20:35:00.078169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-15T20:35:00.087659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-15T20:35:00.087959] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-15T20:35:00.088715] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-15T20:35:00.088765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:00.088796] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:00.088822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:00.088878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:00.145895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:00.146599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:00.146677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:00.146709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:00.267810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:00.267959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:00.267998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:00.268043] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:00.271340] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=21.56%)
[2025-12-15T20:35:00.271634] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-15T20:35:00.271753] [INFO ] [sig       ] WOOF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:00.415641] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WOOF.txt
[2025-12-15T20:35:00.415803] [INFO ] [sig       ] [3512/3591] Completed WOOF in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 26.9s
[2025-12-15T20:35:00.415845] [INFO ] [sig       ] [3513/3591] Forecasting WPC...
[2025-12-15T20:35:00.415874] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-15T20:35:00.415903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-15T20:35:00.425909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-15T20:35:00.426263] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-15T20:35:00.427074] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-15T20:35:00.427126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:00.427157] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:00.427184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:00.427239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:00.483741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:00.484596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:00.484692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:00.484725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:00.608038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:00.608151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:00.608190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:00.608219] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:00.611562] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-15T20:35:00.611917] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-15T20:35:00.612055] [INFO ] [sig       ] WPC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:00.751887] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WPC.txt
[2025-12-15T20:35:00.752017] [INFO ] [sig       ] [3513/3591] Completed WPC in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 26.6s
[2025-12-15T20:35:00.752056] [INFO ] [sig       ] [3514/3591] Forecasting WPP...
[2025-12-15T20:35:00.752085] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-15T20:35:00.752115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-15T20:35:00.766333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-15T20:35:00.766684] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-15T20:35:00.767450] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-15T20:35:00.767501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:00.767533] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:00.767562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:00.767642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:00.824177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:00.824854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:00.824957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:00.824991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:00.948637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:00.948789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:00.948831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:00.948871] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:00.952244] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-15T20:35:00.952519] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-15T20:35:00.952661] [INFO ] [sig       ] WPP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:01.096518] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WPP.txt
[2025-12-15T20:35:01.096687] [INFO ] [sig       ] [3514/3591] Completed WPP in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 26.2s
[2025-12-15T20:35:01.096757] [INFO ] [sig       ] [3515/3591] Forecasting WRAP...
[2025-12-15T20:35:01.096811] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-15T20:35:01.096854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-15T20:35:01.106975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-15T20:35:01.107298] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-15T20:35:01.108094] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-15T20:35:01.108146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:01.108178] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:01.108206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:01.108263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:01.164523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:01.165306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:01.165385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:01.165418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:01.308428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:01.308607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:01.308651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:01.308679] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:01.312028] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-15T20:35:01.312302] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-15T20:35:01.312423] [INFO ] [sig       ] WRAP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:01.457864] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WRAP.txt
[2025-12-15T20:35:01.458040] [INFO ] [sig       ] [3515/3591] Completed WRAP in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 25.9s
[2025-12-15T20:35:01.458083] [INFO ] [sig       ] [3516/3591] Forecasting WRB...
[2025-12-15T20:35:01.458114] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-15T20:35:01.458145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-15T20:35:01.468388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-15T20:35:01.468824] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-15T20:35:01.469684] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-15T20:35:01.469738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:01.469771] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:01.469799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:01.469888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:01.530546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:01.531471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:01.531562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:01.531616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:01.650950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:01.651116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:01.651155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:01.651183] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:01.654792] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2025-12-15T20:35:01.655148] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-15T20:35:01.655296] [INFO ] [sig       ] WRB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:01.801599] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WRB.txt
[2025-12-15T20:35:01.801767] [INFO ] [sig       ] [3516/3591] Completed WRB in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 25.5s
[2025-12-15T20:35:01.801808] [INFO ] [sig       ] [3517/3591] Forecasting WRBY...
[2025-12-15T20:35:01.801839] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-15T20:35:01.801869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-15T20:35:01.815986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-15T20:35:01.816523] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-15T20:35:01.817705] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-15T20:35:01.817773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:01.817823] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:01.817867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:01.817961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:01.892084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:01.893257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:01.893351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:01.893385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:02.023288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:02.023677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:02.023737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:02.023768] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:02.028007] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=41.09%)
[2025-12-15T20:35:02.028297] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-15T20:35:02.028428] [INFO ] [sig       ] WRBY: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:02.174864] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WRBY.txt
[2025-12-15T20:35:02.175069] [INFO ] [sig       ] [3517/3591] Completed WRBY in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 25.2s
[2025-12-15T20:35:02.175112] [INFO ] [sig       ] [3518/3591] Forecasting WRLD...
[2025-12-15T20:35:02.175142] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-15T20:35:02.175171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-15T20:35:02.186521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-15T20:35:02.186972] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-15T20:35:02.187820] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-15T20:35:02.187890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:02.187924] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:02.187952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:02.188011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:02.248155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:02.249080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:02.249175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:02.249208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:02.370638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:02.370799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:02.370840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:02.370870] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:02.374323] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-15T20:35:02.374676] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-15T20:35:02.374817] [INFO ] [sig       ] WRLD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:02.518755] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WRLD.txt
[2025-12-15T20:35:02.518917] [INFO ] [sig       ] [3518/3591] Completed WRLD in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 24.9s
[2025-12-15T20:35:02.518957] [INFO ] [sig       ] [3519/3591] Forecasting WSBC...
[2025-12-15T20:35:02.519015] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-15T20:35:02.519049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-15T20:35:02.530280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-15T20:35:02.530755] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-15T20:35:02.531686] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-15T20:35:02.531745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:02.531786] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:02.531830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:02.531931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:02.594077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:02.594987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:02.595076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:02.595111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:02.720428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:02.720626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:02.720673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:02.720702] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:02.724185] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-12-15T20:35:02.724519] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-15T20:35:02.724703] [INFO ] [sig       ] WSBC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:02.873852] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WSBC.txt
[2025-12-15T20:35:02.874014] [INFO ] [sig       ] [3519/3591] Completed WSBC in 0.4s | 2.94 sym/s | Total: 20.0m | ETA: 24.5s
[2025-12-15T20:35:02.874058] [INFO ] [sig       ] [3520/3591] Forecasting WSBF...
[2025-12-15T20:35:02.874088] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-15T20:35:02.874118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-15T20:35:02.885350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-15T20:35:02.885790] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-15T20:35:02.886847] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-15T20:35:02.886901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:02.886935] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:02.886963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:02.887020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:02.945142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:02.945991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:02.946073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:02.946106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:03.067946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:03.068096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:03.068135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:03.068164] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:03.071456] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=47.57%)
[2025-12-15T20:35:03.071747] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-15T20:35:03.071869] [INFO ] [sig       ] WSBF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:03.212761] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WSBF.txt
[2025-12-15T20:35:03.212922] [INFO ] [sig       ] [3520/3591] Completed WSBF in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 24.2s
[2025-12-15T20:35:03.212964] [INFO ] [sig       ] [3521/3591] Forecasting WSC...
[2025-12-15T20:35:03.212994] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-15T20:35:03.213024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-15T20:35:03.225623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-15T20:35:03.226072] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-15T20:35:03.227123] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-15T20:35:03.227188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:03.227263] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:03.227305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:03.227387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:03.287149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:03.288026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:03.288112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:03.288145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:03.413264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:03.413418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:03.413460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:03.413490] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:03.416884] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: UP (p=93.72%)
[2025-12-15T20:35:03.417160] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-15T20:35:03.417290] [INFO ] [sig       ] WSC: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:03.555205] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WSC.txt
[2025-12-15T20:35:03.555370] [INFO ] [sig       ] [3521/3591] Completed WSC in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 23.8s
[2025-12-15T20:35:03.555420] [INFO ] [sig       ] [3522/3591] Forecasting WSFS...
[2025-12-15T20:35:03.555449] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-15T20:35:03.555479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-15T20:35:03.566917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-15T20:35:03.567357] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-15T20:35:03.568171] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-15T20:35:03.568224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:03.568262] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:03.568294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:03.568363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:03.625189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:03.625943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:03.626028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:03.626061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:03.740737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:03.740894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:03.740932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:03.740960] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:03.744218] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-15T20:35:03.744483] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-15T20:35:03.744620] [INFO ] [sig       ] WSFS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:03.881296] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WSFS.txt
[2025-12-15T20:35:03.881455] [INFO ] [sig       ] [3522/3591] Completed WSFS in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 23.5s
[2025-12-15T20:35:03.881495] [INFO ] [sig       ] [3523/3591] Forecasting WSM...
[2025-12-15T20:35:03.881524] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-15T20:35:03.881553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-15T20:35:03.891460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-15T20:35:03.891821] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-15T20:35:03.892622] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-15T20:35:03.892673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:03.892705] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:03.892732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:03.892788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:03.948452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:03.949235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:03.949318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:03.949350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:04.069770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:04.069936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:04.069985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:04.070026] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:04.073506] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-15T20:35:04.073824] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-15T20:35:04.073979] [INFO ] [sig       ] WSM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:04.220786] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WSM.txt
[2025-12-15T20:35:04.220951] [INFO ] [sig       ] [3523/3591] Completed WSM in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 23.2s
[2025-12-15T20:35:04.220995] [INFO ] [sig       ] [3524/3591] Forecasting WSO...
[2025-12-15T20:35:04.221027] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-15T20:35:04.221060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-15T20:35:04.231504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-15T20:35:04.231930] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-15T20:35:04.232760] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-15T20:35:04.232812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:04.232844] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:04.232871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:04.232928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:04.291874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:04.292728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:04.292812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:04.292845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:04.413361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:04.413511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:04.413551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:04.413633] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:04.417325] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-12-15T20:35:04.417642] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-15T20:35:04.417777] [INFO ] [sig       ] WSO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:04.560442] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WSO.txt
[2025-12-15T20:35:04.560608] [INFO ] [sig       ] [3524/3591] Completed WSO in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 22.8s
[2025-12-15T20:35:04.560653] [INFO ] [sig       ] [3525/3591] Forecasting WTBA...
[2025-12-15T20:35:04.560684] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-15T20:35:04.560714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-15T20:35:04.571077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-15T20:35:04.571452] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-15T20:35:04.572265] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-15T20:35:04.572319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:04.572351] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:04.572377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:04.572434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:04.630700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:04.631601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:04.631684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:04.631718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:04.754444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:04.754661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:04.754704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:04.754734] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:04.758158] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=74.56%)
[2025-12-15T20:35:04.758474] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-15T20:35:04.758633] [INFO ] [sig       ] WTBA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:04.899617] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WTBA.txt
[2025-12-15T20:35:04.899756] [INFO ] [sig       ] [3525/3591] Completed WTBA in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 22.5s
[2025-12-15T20:35:04.899798] [INFO ] [sig       ] [3526/3591] Forecasting WTFC...
[2025-12-15T20:35:04.899828] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-15T20:35:04.899857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-15T20:35:04.909993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-15T20:35:04.910366] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-15T20:35:04.911151] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-15T20:35:04.911202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:04.911234] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:04.911260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:04.911318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:04.970231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:04.971281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:04.971365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:04.971398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:05.099866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:05.100017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:05.100058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:05.100088] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:05.103512] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-12-15T20:35:05.103801] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-15T20:35:05.103927] [INFO ] [sig       ] WTFC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:05.246709] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WTFC.txt
[2025-12-15T20:35:05.246872] [INFO ] [sig       ] [3526/3591] Completed WTFC in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 22.1s
[2025-12-15T20:35:05.246917] [INFO ] [sig       ] [3527/3591] Forecasting WTI...
[2025-12-15T20:35:05.246948] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-15T20:35:05.246980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-15T20:35:05.257054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-15T20:35:05.257431] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-15T20:35:05.258212] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-15T20:35:05.258263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:05.258294] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:05.258324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:05.258380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:05.316025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:05.316922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:05.317007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:05.317041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:05.436011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:05.436164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:05.436204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:05.436234] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:05.439594] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-15T20:35:05.439867] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-15T20:35:05.439986] [INFO ] [sig       ] WTI: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:05.577520] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WTI.txt
[2025-12-15T20:35:05.577695] [INFO ] [sig       ] [3527/3591] Completed WTI in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 21.8s
[2025-12-15T20:35:05.577737] [INFO ] [sig       ] [3528/3591] Forecasting WTRG...
[2025-12-15T20:35:05.577768] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-15T20:35:05.577797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-15T20:35:05.587801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-15T20:35:05.588140] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-15T20:35:05.588959] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-15T20:35:05.589041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:05.589076] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:05.589104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:05.589163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:05.646156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:05.647249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:05.647355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:05.647414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:05.770628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:05.770787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:05.770830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:05.770870] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:05.774264] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=32.21%)
[2025-12-15T20:35:05.774542] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-15T20:35:05.774686] [INFO ] [sig       ] WTRG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:05.913685] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WTRG.txt
[2025-12-15T20:35:05.913815] [INFO ] [sig       ] [3528/3591] Completed WTRG in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 21.4s
[2025-12-15T20:35:05.913854] [INFO ] [sig       ] [3529/3591] Forecasting WTS...
[2025-12-15T20:35:05.913885] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-15T20:35:05.913914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-15T20:35:05.923522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-15T20:35:05.923851] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-15T20:35:05.924604] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-15T20:35:05.924656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:05.924701] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:05.924729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:05.924786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:05.981374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:05.982107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:05.982188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:05.982223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:06.104657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:06.104813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:06.104853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:06.104884] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:06.108219] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=35.06%)
[2025-12-15T20:35:06.108493] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-15T20:35:06.108636] [INFO ] [sig       ] WTS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:06.246862] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WTS.txt
[2025-12-15T20:35:06.246988] [INFO ] [sig       ] [3529/3591] Completed WTS in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 21.1s
[2025-12-15T20:35:06.247026] [INFO ] [sig       ] [3530/3591] Forecasting WULF...
[2025-12-15T20:35:06.247056] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-15T20:35:06.247085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-15T20:35:06.257777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-15T20:35:06.258091] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-15T20:35:06.258901] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-15T20:35:06.258954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:06.259012] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:06.259049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:06.259109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:06.316948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:06.317836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:06.317927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:06.317965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:06.438348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:06.438513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:06.438553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:06.438605] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:06.442020] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-12-15T20:35:06.442301] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-15T20:35:06.442430] [INFO ] [sig       ] WULF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:06.580017] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WULF.txt
[2025-12-15T20:35:06.580147] [INFO ] [sig       ] [3530/3591] Completed WULF in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 20.8s
[2025-12-15T20:35:06.580186] [INFO ] [sig       ] [3531/3591] Forecasting WVE...
[2025-12-15T20:35:06.580216] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-15T20:35:06.580246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-15T20:35:06.590441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-15T20:35:06.590773] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-15T20:35:06.591531] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-15T20:35:06.591606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:06.591642] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:06.591671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:06.591729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:06.647903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:06.648557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:06.648682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:06.648717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:06.771958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:06.772112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:06.772152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:06.772183] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:06.775560] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-12-15T20:35:06.775853] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-15T20:35:06.775974] [INFO ] [sig       ] WVE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:06.915149] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WVE.txt
[2025-12-15T20:35:06.915301] [INFO ] [sig       ] [3531/3591] Completed WVE in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 20.4s
[2025-12-15T20:35:06.915342] [INFO ] [sig       ] [3532/3591] Forecasting WWD...
[2025-12-15T20:35:06.915372] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-15T20:35:06.915402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-15T20:35:06.925246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-15T20:35:06.925634] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-15T20:35:06.926372] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-15T20:35:06.926422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:06.926454] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:06.926480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:06.926536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:06.982459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:06.983296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:06.983390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:06.983430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:07.101870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:07.101963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:07.101999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:07.102026] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:07.105017] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-15T20:35:07.105271] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-15T20:35:07.105388] [INFO ] [sig       ] WWD: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:07.242908] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WWD.txt
[2025-12-15T20:35:07.243015] [INFO ] [sig       ] [3532/3591] Completed WWD in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 20.1s
[2025-12-15T20:35:07.243060] [INFO ] [sig       ] [3533/3591] Forecasting WY...
[2025-12-15T20:35:07.243090] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-15T20:35:07.243119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-15T20:35:07.255177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-15T20:35:07.255643] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-15T20:35:07.256505] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-15T20:35:07.256558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:07.256612] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:07.256641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:07.256698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:07.313917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:07.314845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:07.314932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:07.314964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:07.432113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:07.432291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:07.432331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:07.432358] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:07.435695] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=82.95%)
[2025-12-15T20:35:07.435966] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-15T20:35:07.436086] [INFO ] [sig       ] WY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:07.577065] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/WY.txt
[2025-12-15T20:35:07.577227] [INFO ] [sig       ] [3533/3591] Completed WY in 0.3s | 2.94 sym/s | Total: 20.0m | ETA: 19.7s
[2025-12-15T20:35:07.577270] [INFO ] [sig       ] [3534/3591] Forecasting WYNN...
[2025-12-15T20:35:07.577299] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-15T20:35:07.577328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-15T20:35:07.587978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-15T20:35:07.588315] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-15T20:35:07.589134] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-15T20:35:07.589185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:07.589218] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:07.589244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:07.589299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:07.646866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:07.647531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:07.647633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:07.647669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:07.769797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:07.769950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:07.769989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:07.770020] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:07.773380] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-15T20:35:07.773671] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-15T20:35:07.773814] [INFO ] [sig       ] WYNN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:07.913863] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/WYNN.txt
[2025-12-15T20:35:07.914037] [INFO ] [sig       ] [3534/3591] Completed WYNN in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 19.4s
[2025-12-15T20:35:07.914083] [INFO ] [sig       ] [3535/3591] Forecasting XBIL...
[2025-12-15T20:35:07.914118] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-15T20:35:07.914149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-15T20:35:07.923792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-15T20:35:07.924097] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-15T20:35:07.924883] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-15T20:35:07.924935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:07.924965] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:07.924991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:07.925047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:07.981430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:07.982081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:07.982159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:07.982192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:08.074116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:08.074258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:08.074296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:08.074325] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:08.077628] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-15T20:35:08.077897] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-15T20:35:08.078016] [INFO ] [sig       ] XBIL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:08.220097] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XBIL.txt
[2025-12-15T20:35:08.220221] [INFO ] [sig       ] [3535/3591] Completed XBIL in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 19.1s
[2025-12-15T20:35:08.220259] [INFO ] [sig       ] [3536/3591] Forecasting XEL...
[2025-12-15T20:35:08.220289] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-15T20:35:08.220320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-15T20:35:08.230293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-15T20:35:08.230681] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-15T20:35:08.231440] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-15T20:35:08.231491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:08.231523] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:08.231551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:08.231629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:08.290053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:08.290681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:08.290758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:08.290791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:08.413693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:08.413843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:08.413882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:08.413930] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:08.417327] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-12-15T20:35:08.417653] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-15T20:35:08.417776] [INFO ] [sig       ] XEL: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:08.609689] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/XEL.txt
[2025-12-15T20:35:08.609832] [INFO ] [sig       ] [3536/3591] Completed XEL in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 18.7s
[2025-12-15T20:35:08.609872] [INFO ] [sig       ] [3537/3591] Forecasting XENE...
[2025-12-15T20:35:08.609902] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-15T20:35:08.609932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-15T20:35:08.621094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-15T20:35:08.621539] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-15T20:35:08.622426] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-15T20:35:08.622485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:08.622520] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:08.622548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:08.622636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:08.685927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:08.687013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:08.687120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:08.687167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:08.816035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:08.816200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:08.816239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:08.816268] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:08.819617] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2025-12-15T20:35:08.819883] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-15T20:35:08.820005] [INFO ] [sig       ] XENE: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:08.959032] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/XENE.txt
[2025-12-15T20:35:08.959165] [INFO ] [sig       ] [3537/3591] Completed XENE in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 18.4s
[2025-12-15T20:35:08.959204] [INFO ] [sig       ] [3538/3591] Forecasting XERS...
[2025-12-15T20:35:08.959234] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-15T20:35:08.959264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-15T20:35:08.970120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-15T20:35:08.970536] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-15T20:35:08.971764] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-15T20:35:08.971818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:08.971880] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:08.971909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:08.971966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:09.028511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:09.029355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:09.029475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:09.029516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:09.150368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:09.150531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:09.150586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:09.150617] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:09.154023] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-15T20:35:09.154355] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-15T20:35:09.154501] [INFO ] [sig       ] XERS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:09.299632] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XERS.txt
[2025-12-15T20:35:09.299810] [INFO ] [sig       ] [3538/3591] Completed XERS in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 18.0s
[2025-12-15T20:35:09.299852] [INFO ] [sig       ] [3539/3591] Forecasting XGN...
[2025-12-15T20:35:09.299884] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-15T20:35:09.299915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-15T20:35:09.310189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-15T20:35:09.310561] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-15T20:35:09.311511] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-15T20:35:09.311568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:09.311624] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:09.311651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:09.311708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:09.369175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:09.369906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:09.369988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:09.370021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:09.487426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:09.487634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:09.487678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:09.487707] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:09.491060] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-15T20:35:09.491329] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-15T20:35:09.491457] [INFO ] [sig       ] XGN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:09.628309] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/XGN.txt
[2025-12-15T20:35:09.628444] [INFO ] [sig       ] [3539/3591] Completed XGN in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 17.7s
[2025-12-15T20:35:09.628483] [INFO ] [sig       ] [3540/3591] Forecasting XOM...
[2025-12-15T20:35:09.628513] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-15T20:35:09.628543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-15T20:35:09.638742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-15T20:35:09.639116] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-15T20:35:09.639890] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-15T20:35:09.639940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:09.639972] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:09.640014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:09.640072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:09.698651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:09.699499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:09.699602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:09.699637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:09.822128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:09.822283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:09.822321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:09.822348] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:09.825825] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=55.30%)
[2025-12-15T20:35:09.826128] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-15T20:35:09.826260] [INFO ] [sig       ] XOM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:09.967903] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XOM.txt
[2025-12-15T20:35:09.968041] [INFO ] [sig       ] [3540/3591] Completed XOM in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 17.4s
[2025-12-15T20:35:09.968081] [INFO ] [sig       ] [3541/3591] Forecasting XOMA...
[2025-12-15T20:35:09.968111] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-15T20:35:09.968141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-15T20:35:09.977892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-15T20:35:09.978237] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-15T20:35:09.979019] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-15T20:35:09.979073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:09.979103] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:09.979128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:09.979183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:10.035235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:10.036084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:10.036166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:10.036198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:10.156872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:10.157006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:10.157072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:10.157135] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:10.160784] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2025-12-15T20:35:10.161104] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-15T20:35:10.161251] [INFO ] [sig       ] XOMA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:10.297793] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/XOMA.txt
[2025-12-15T20:35:10.297930] [INFO ] [sig       ] [3541/3591] Completed XOMA in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 17.0s
[2025-12-15T20:35:10.297971] [INFO ] [sig       ] [3542/3591] Forecasting XOS...
[2025-12-15T20:35:10.298001] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-15T20:35:10.298032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-15T20:35:10.308269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-15T20:35:10.308600] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-15T20:35:10.309386] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-15T20:35:10.309436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:10.309467] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:10.309493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:10.309548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:10.366339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:10.367044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:10.367122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:10.367155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:10.486651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:10.486818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:10.486857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:10.486885] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:10.490470] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-12-15T20:35:10.490832] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-15T20:35:10.490975] [INFO ] [sig       ] XOS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:10.639052] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XOS.txt
[2025-12-15T20:35:10.639237] [INFO ] [sig       ] [3542/3591] Completed XOS in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 16.7s
[2025-12-15T20:35:10.639281] [INFO ] [sig       ] [3543/3591] Forecasting XP...
[2025-12-15T20:35:10.639312] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-15T20:35:10.639342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-15T20:35:10.649369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-15T20:35:10.649725] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-15T20:35:10.650479] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-15T20:35:10.650540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:10.650603] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:10.650633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:10.650690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:10.706601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:10.707282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:10.707363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:10.707396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:10.831468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:10.831641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:10.831683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:10.831712] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:10.835125] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=22.69%)
[2025-12-15T20:35:10.835396] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-15T20:35:10.835523] [INFO ] [sig       ] XP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:10.982307] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/XP.txt
[2025-12-15T20:35:10.982442] [INFO ] [sig       ] [3543/3591] Completed XP in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 16.3s
[2025-12-15T20:35:10.982494] [INFO ] [sig       ] [3544/3591] Forecasting XPEL...
[2025-12-15T20:35:10.982529] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-15T20:35:10.982567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-15T20:35:10.993237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-15T20:35:10.993592] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-15T20:35:10.994519] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-15T20:35:10.994594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:10.994628] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:10.994655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:10.994710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:11.054051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:11.054867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:11.054954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:11.054988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:11.171387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:11.171540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:11.171597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:11.171628] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:11.174883] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2025-12-15T20:35:11.175156] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-15T20:35:11.175277] [INFO ] [sig       ] XPEL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:11.320819] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XPEL.txt
[2025-12-15T20:35:11.320967] [INFO ] [sig       ] [3544/3591] Completed XPEL in 0.3s | 2.94 sym/s | Total: 20.1m | ETA: 16.0s
[2025-12-15T20:35:11.321006] [INFO ] [sig       ] [3545/3591] Forecasting XPO...
[2025-12-15T20:35:11.321035] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-15T20:35:11.321064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-15T20:35:11.332172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-15T20:35:11.332535] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-15T20:35:11.333495] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-15T20:35:11.333546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:11.333782] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:11.333811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:11.333868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:11.393418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:11.394182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:11.394266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:11.394299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:11.521989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:11.522139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:11.522178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:11.522206] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:11.525917] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2025-12-15T20:35:11.526203] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-15T20:35:11.526343] [INFO ] [sig       ] XPO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:11.673590] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XPO.txt
[2025-12-15T20:35:11.673749] [INFO ] [sig       ] [3545/3591] Completed XPO in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 15.7s
[2025-12-15T20:35:11.673791] [INFO ] [sig       ] [3546/3591] Forecasting XPOF...
[2025-12-15T20:35:11.673821] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-15T20:35:11.673850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-15T20:35:11.684865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-15T20:35:11.685218] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-15T20:35:11.686003] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-15T20:35:11.686055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:11.686086] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:11.686113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:11.686169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:11.743983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:11.744870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:11.744961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:11.744993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:11.893482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:11.893696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:11.893763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:11.893813] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:11.898608] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-15T20:35:11.899048] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-15T20:35:11.899205] [INFO ] [sig       ] XPOF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:12.116263] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XPOF.txt
[2025-12-15T20:35:12.116442] [INFO ] [sig       ] [3546/3591] Completed XPOF in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 15.3s
[2025-12-15T20:35:12.116484] [INFO ] [sig       ] [3547/3591] Forecasting XPON...
[2025-12-15T20:35:12.116525] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-15T20:35:12.116604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-15T20:35:12.130886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-15T20:35:12.131347] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-15T20:35:12.132240] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-15T20:35:12.132294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:12.132327] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:12.132353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:12.132409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:12.198477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:12.199447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:12.199547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:12.199609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:12.347282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:12.347458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:12.347504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:12.347537] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:12.352013] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2025-12-15T20:35:12.352467] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-15T20:35:12.352676] [INFO ] [sig       ] XPON: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:12.561270] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XPON.txt
[2025-12-15T20:35:12.561445] [INFO ] [sig       ] [3547/3591] Completed XPON in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 15.0s
[2025-12-15T20:35:12.561488] [INFO ] [sig       ] [3548/3591] Forecasting XPRO...
[2025-12-15T20:35:12.561518] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-15T20:35:12.561546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-15T20:35:12.576373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-15T20:35:12.576932] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-15T20:35:12.578157] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-15T20:35:12.578227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:12.578281] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:12.578332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:12.578425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:12.660325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:12.661340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:12.661504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:12.661545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:12.829262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:12.829439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:12.829485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:12.829521] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:12.833528] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-12-15T20:35:12.833895] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-15T20:35:12.834043] [INFO ] [sig       ] XPRO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:12.980226] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/XPRO.txt
[2025-12-15T20:35:12.980390] [INFO ] [sig       ] [3548/3591] Completed XPRO in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 14.6s
[2025-12-15T20:35:12.980430] [INFO ] [sig       ] [3549/3591] Forecasting XRAY...
[2025-12-15T20:35:12.980461] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-15T20:35:12.980490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-15T20:35:12.994722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-15T20:35:12.995210] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-15T20:35:12.996310] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-15T20:35:12.996375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:12.996422] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:12.996460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:12.996548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:13.081022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:13.082055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:13.082163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:13.082212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:13.210387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:13.210550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:13.210610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:13.210641] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:13.214480] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-12-15T20:35:13.215065] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-15T20:35:13.215214] [INFO ] [sig       ] XRAY: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:13.361761] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XRAY.txt
[2025-12-15T20:35:13.362611] [INFO ] [sig       ] [3549/3591] Completed XRAY in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 14.3s
[2025-12-15T20:35:13.362662] [INFO ] [sig       ] [3550/3591] Forecasting XRX...
[2025-12-15T20:35:13.362693] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-15T20:35:13.362723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-15T20:35:13.373516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-15T20:35:13.374001] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-15T20:35:13.375056] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-15T20:35:13.375122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:13.375168] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:13.375204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:13.375282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:13.435416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:13.436349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:13.436444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:13.436493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:13.568290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:13.568457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:13.568499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:13.568530] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:13.572190] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-15T20:35:13.572470] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-15T20:35:13.572620] [INFO ] [sig       ] XRX: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:13.724035] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/XRX.txt
[2025-12-15T20:35:13.724203] [INFO ] [sig       ] [3550/3591] Completed XRX in 0.4s | 2.94 sym/s | Total: 20.1m | ETA: 14.0s
[2025-12-15T20:35:13.724245] [INFO ] [sig       ] [3551/3591] Forecasting XTIA...
[2025-12-15T20:35:13.724276] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-15T20:35:13.724307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-15T20:35:13.734712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-15T20:35:13.735056] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-15T20:35:13.735978] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-15T20:35:13.736038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:13.736075] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:13.736104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:13.736162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:13.797336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:13.798098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:13.798181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:13.798214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:13.930220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:13.930372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:13.930415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:13.930445] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:13.934164] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-15T20:35:13.934456] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-15T20:35:13.934600] [INFO ] [sig       ] XTIA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:14.075915] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XTIA.txt
[2025-12-15T20:35:14.076079] [INFO ] [sig       ] [3551/3591] Completed XTIA in 0.4s | 2.94 sym/s | Total: 20.2m | ETA: 13.6s
[2025-12-15T20:35:14.076124] [INFO ] [sig       ] [3552/3591] Forecasting XTKG...
[2025-12-15T20:35:14.076153] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-15T20:35:14.076184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-15T20:35:14.086094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-15T20:35:14.086397] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-15T20:35:14.087159] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-15T20:35:14.087209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:14.087241] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:14.087267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:14.087323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:14.142467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:14.143075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:14.143151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:14.143182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:14.260115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:14.260268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:14.260308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:14.260335] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:14.263696] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2025-12-15T20:35:14.263959] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-15T20:35:14.264078] [INFO ] [sig       ] XTKG: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:14.403594] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/XTKG.txt
[2025-12-15T20:35:14.403718] [INFO ] [sig       ] [3552/3591] Completed XTKG in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 13.3s
[2025-12-15T20:35:14.403757] [INFO ] [sig       ] [3553/3591] Forecasting XYF...
[2025-12-15T20:35:14.403786] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-15T20:35:14.403815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-15T20:35:14.413885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-15T20:35:14.414186] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-15T20:35:14.414946] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-15T20:35:14.415013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:14.415045] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:14.415072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:14.415127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:14.471452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:14.472060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:14.472136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:14.472169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:14.591506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:14.591668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:14.591711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:14.591739] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:14.594968] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-12-15T20:35:14.595229] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-15T20:35:14.595350] [INFO ] [sig       ] XYF: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:14.733104] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/XYF.txt
[2025-12-15T20:35:14.733223] [INFO ] [sig       ] [3553/3591] Completed XYF in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 12.9s
[2025-12-15T20:35:14.733261] [INFO ] [sig       ] [3554/3591] Forecasting XYL...
[2025-12-15T20:35:14.733289] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-15T20:35:14.733319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-15T20:35:14.744163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-15T20:35:14.744557] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-15T20:35:14.745330] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-15T20:35:14.745381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:14.745416] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:14.745452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:14.745513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:14.802415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:14.803263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:14.803344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:14.803375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:14.924452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:14.924621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:14.924661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:14.924690] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:14.927946] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2025-12-15T20:35:14.928206] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-15T20:35:14.928323] [INFO ] [sig       ] XYL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:15.066176] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/XYL.txt
[2025-12-15T20:35:15.066287] [INFO ] [sig       ] [3554/3591] Completed XYL in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 12.6s
[2025-12-15T20:35:15.066325] [INFO ] [sig       ] [3555/3591] Forecasting YALA...
[2025-12-15T20:35:15.066354] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-15T20:35:15.066383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-15T20:35:15.078767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-15T20:35:15.079207] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-15T20:35:15.080054] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-15T20:35:15.080105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:15.080168] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:15.080196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:15.080252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:15.135859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:15.136794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:15.136881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:15.136913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:15.256209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:15.256375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:15.256414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:15.256442] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:15.259865] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-15T20:35:15.260136] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-15T20:35:15.260262] [INFO ] [sig       ] YALA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:15.400337] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/YALA.txt
[2025-12-15T20:35:15.400491] [INFO ] [sig       ] [3555/3591] Completed YALA in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 12.3s
[2025-12-15T20:35:15.400531] [INFO ] [sig       ] [3556/3591] Forecasting YELP...
[2025-12-15T20:35:15.400565] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-15T20:35:15.400627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-15T20:35:15.411538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-15T20:35:15.412008] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-15T20:35:15.412882] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-15T20:35:15.412936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:15.412967] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:15.412994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:15.413050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:15.473679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:15.474568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:15.474682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:15.474717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:15.606289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:15.606460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:15.606502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:15.606530] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:15.610242] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-15T20:35:15.610526] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-15T20:35:15.610701] [INFO ] [sig       ] YELP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:15.758949] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/YELP.txt
[2025-12-15T20:35:15.759142] [INFO ] [sig       ] [3556/3591] Completed YELP in 0.4s | 2.94 sym/s | Total: 20.2m | ETA: 11.9s
[2025-12-15T20:35:15.759186] [INFO ] [sig       ] [3557/3591] Forecasting YETI...
[2025-12-15T20:35:15.759218] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-15T20:35:15.759249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-15T20:35:15.769704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-15T20:35:15.770153] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-15T20:35:15.771032] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-15T20:35:15.771085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:15.771117] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:15.771144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:15.771202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:15.832411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:15.833314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:15.833402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:15.833434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:15.962129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:15.962280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:15.962319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:15.962346] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:15.965810] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2025-12-15T20:35:15.966087] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-15T20:35:15.966211] [INFO ] [sig       ] YETI: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:16.103234] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/YETI.txt
[2025-12-15T20:35:16.103381] [INFO ] [sig       ] [3557/3591] Completed YETI in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 11.6s
[2025-12-15T20:35:16.103427] [INFO ] [sig       ] [3558/3591] Forecasting YMM...
[2025-12-15T20:35:16.103457] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-15T20:35:16.103486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-15T20:35:16.113861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-15T20:35:16.114212] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-15T20:35:16.114970] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-15T20:35:16.115021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:16.115052] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:16.115078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:16.115134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:16.169971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:16.170716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:16.170797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:16.170830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:16.286617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:16.286774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:16.286814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:16.286872] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:16.290204] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=60.79%)
[2025-12-15T20:35:16.290494] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-15T20:35:16.290637] [INFO ] [sig       ] YMM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:16.445237] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/YMM.txt
[2025-12-15T20:35:16.445426] [INFO ] [sig       ] [3558/3591] Completed YMM in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 11.2s
[2025-12-15T20:35:16.445488] [INFO ] [sig       ] [3559/3591] Forecasting YPF...
[2025-12-15T20:35:16.445542] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-15T20:35:16.445616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-15T20:35:16.457043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-15T20:35:16.457443] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-15T20:35:16.458474] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-15T20:35:16.458538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:16.458612] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:16.458653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:16.458737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:16.519283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:16.520111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:16.520194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:16.520238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:16.649595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:16.649752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:16.649793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:16.649822] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:16.653403] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-15T20:35:16.653718] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-15T20:35:16.653888] [INFO ] [sig       ] YPF: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:16.803040] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/YPF.txt
[2025-12-15T20:35:16.803175] [INFO ] [sig       ] [3559/3591] Completed YPF in 0.4s | 2.94 sym/s | Total: 20.2m | ETA: 10.9s
[2025-12-15T20:35:16.803215] [INFO ] [sig       ] [3560/3591] Forecasting YQQQ...
[2025-12-15T20:35:16.803245] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-15T20:35:16.803274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-15T20:35:16.813848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-15T20:35:16.814205] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-15T20:35:16.815018] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-15T20:35:16.815069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:16.815099] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:16.815125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:16.815181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:16.872640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:16.873479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:16.873562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:16.873614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:16.990768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:16.990927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:16.990985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:16.991015] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:16.994346] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2025-12-15T20:35:16.994632] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-15T20:35:16.994764] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:17.135124] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/YQQQ.txt
[2025-12-15T20:35:17.135274] [INFO ] [sig       ] [3560/3591] Completed YQQQ in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 10.6s
[2025-12-15T20:35:17.135314] [INFO ] [sig       ] [3561/3591] Forecasting YRD...
[2025-12-15T20:35:17.135345] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-15T20:35:17.135375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-15T20:35:17.145007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-15T20:35:17.145354] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-15T20:35:17.146116] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-15T20:35:17.146166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:17.146197] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:17.146223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:17.146279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:17.203015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:17.203672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:17.203752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:17.203785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:17.326178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:17.326332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:17.326372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:17.326400] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:17.329866] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-15T20:35:17.330145] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-15T20:35:17.330270] [INFO ] [sig       ] YRD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:17.469029] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/YRD.txt
[2025-12-15T20:35:17.469170] [INFO ] [sig       ] [3561/3591] Completed YRD in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 10.2s
[2025-12-15T20:35:17.469209] [INFO ] [sig       ] [3562/3591] Forecasting YSG...
[2025-12-15T20:35:17.469240] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-15T20:35:17.469270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-15T20:35:17.479070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-15T20:35:17.479431] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-15T20:35:17.480267] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-15T20:35:17.480326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:17.480358] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:17.480391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:17.480465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:17.538157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:17.538942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:17.539037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:17.539071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:17.655660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:17.655812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:17.655850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:17.655879] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:17.659153] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-15T20:35:17.659414] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-15T20:35:17.659532] [INFO ] [sig       ] YSG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:17.803068] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/YSG.txt
[2025-12-15T20:35:17.803228] [INFO ] [sig       ] [3562/3591] Completed YSG in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 9.9s
[2025-12-15T20:35:17.803271] [INFO ] [sig       ] [3563/3591] Forecasting YTRA...
[2025-12-15T20:35:17.803302] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-15T20:35:17.803332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-15T20:35:17.813511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-15T20:35:17.813946] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-15T20:35:17.814784] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-15T20:35:17.814836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:17.814867] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:17.814893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:17.814949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:17.871631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:17.872484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:17.872568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:17.872621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:17.987883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:17.988028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:17.988069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:17.988098] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:17.991519] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: UP (p=55.97%)
[2025-12-15T20:35:17.991816] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-15T20:35:17.991940] [INFO ] [sig       ] YTRA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:18.129682] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/YTRA.txt
[2025-12-15T20:35:18.129824] [INFO ] [sig       ] [3563/3591] Completed YTRA in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 9.5s
[2025-12-15T20:35:18.129863] [INFO ] [sig       ] [3564/3591] Forecasting YUM...
[2025-12-15T20:35:18.129892] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-15T20:35:18.129922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-15T20:35:18.140405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-15T20:35:18.140827] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-15T20:35:18.141616] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-15T20:35:18.141667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:18.141714] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:18.141742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:18.141799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:18.199616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:18.200427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:18.200509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:18.200542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:18.318453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:18.318562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:18.318623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:18.318652] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:18.322491] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=26.58%)
[2025-12-15T20:35:18.323024] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-15T20:35:18.323162] [INFO ] [sig       ] YUM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:18.465796] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/YUM.txt
[2025-12-15T20:35:18.465933] [INFO ] [sig       ] [3564/3591] Completed YUM in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 9.2s
[2025-12-15T20:35:18.465972] [INFO ] [sig       ] [3565/3591] Forecasting YUMC...
[2025-12-15T20:35:18.466002] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-15T20:35:18.466032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-15T20:35:18.475642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-15T20:35:18.475972] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-15T20:35:18.476737] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-15T20:35:18.476787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:18.476818] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:18.476845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:18.476902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:18.532539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:18.533221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:18.533328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:18.533361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:18.653245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:18.653392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:18.653429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:18.653457] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:18.656781] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-12-15T20:35:18.657050] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-15T20:35:18.657168] [INFO ] [sig       ] YUMC: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:18.808818] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/YUMC.txt
[2025-12-15T20:35:18.809033] [INFO ] [sig       ] [3565/3591] Completed YUMC in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 8.9s
[2025-12-15T20:35:18.809094] [INFO ] [sig       ] [3566/3591] Forecasting Z...
[2025-12-15T20:35:18.809127] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-15T20:35:18.809159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-15T20:35:18.819024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-15T20:35:18.819418] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-15T20:35:18.820230] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-15T20:35:18.820281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:18.820311] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:18.820338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:18.820394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:18.876006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:18.876808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:18.876886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:18.876917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:18.998669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:18.998814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:18.998853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:18.998882] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:19.002227] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=55.85%)
[2025-12-15T20:35:19.002492] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-15T20:35:19.002631] [INFO ] [sig       ] Z: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:19.144229] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/Z.txt
[2025-12-15T20:35:19.144378] [INFO ] [sig       ] [3566/3591] Completed Z in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 8.5s
[2025-12-15T20:35:19.144418] [INFO ] [sig       ] [3567/3591] Forecasting ZBH...
[2025-12-15T20:35:19.144448] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-15T20:35:19.144478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-15T20:35:19.154668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-15T20:35:19.155041] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-15T20:35:19.155814] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-15T20:35:19.155865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:19.155896] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:19.155922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:19.155976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:19.213797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:19.214560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:19.214662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:19.214699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:19.332549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:19.332712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:19.332752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:19.332780] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:19.336030] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=69.70%)
[2025-12-15T20:35:19.336293] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-15T20:35:19.336412] [INFO ] [sig       ] ZBH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:19.474767] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZBH.txt
[2025-12-15T20:35:19.474904] [INFO ] [sig       ] [3567/3591] Completed ZBH in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 8.2s
[2025-12-15T20:35:19.474943] [INFO ] [sig       ] [3568/3591] Forecasting ZBIO...
[2025-12-15T20:35:19.474979] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-15T20:35:19.475010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-15T20:35:19.484695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-15T20:35:19.485020] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-15T20:35:19.485807] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-15T20:35:19.485859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:19.485890] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:19.485917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:19.485973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:19.544056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:19.544760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:19.544846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:19.544879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:19.670401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:19.670553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:19.670611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:19.670650] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:19.674060] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-12-15T20:35:19.674341] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-15T20:35:19.674464] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:19.818892] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZBIO.txt
[2025-12-15T20:35:19.819117] [INFO ] [sig       ] [3568/3591] Completed ZBIO in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 7.8s
[2025-12-15T20:35:19.819176] [INFO ] [sig       ] [3569/3591] Forecasting ZBRA...
[2025-12-15T20:35:19.819220] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-15T20:35:19.819261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-15T20:35:19.829395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-15T20:35:19.829816] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-15T20:35:19.830638] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-15T20:35:19.830701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:19.830741] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:19.830774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:19.830835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:19.888179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:19.888905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:19.889002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:19.889039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:20.005378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:20.005505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:20.005545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:20.005592] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:20.009000] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=31.23%)
[2025-12-15T20:35:20.009277] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-15T20:35:20.009399] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:20.146559] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZBRA.txt
[2025-12-15T20:35:20.146699] [INFO ] [sig       ] [3569/3591] Completed ZBRA in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 7.5s
[2025-12-15T20:35:20.146738] [INFO ] [sig       ] [3570/3591] Forecasting ZD...
[2025-12-15T20:35:20.146767] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-15T20:35:20.146797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-15T20:35:20.156902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-15T20:35:20.157303] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-15T20:35:20.158111] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-15T20:35:20.158162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:20.158194] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:20.158221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:20.158278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:20.214718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:20.215353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:20.215431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:20.215462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:20.335749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:20.335918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:20.335958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:20.335987] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:20.339853] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-12-15T20:35:20.340415] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-15T20:35:20.340560] [INFO ] [sig       ] ZD: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:20.484519] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZD.txt
[2025-12-15T20:35:20.484693] [INFO ] [sig       ] [3570/3591] Completed ZD in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 7.2s
[2025-12-15T20:35:20.484735] [INFO ] [sig       ] [3571/3591] Forecasting ZEPP...
[2025-12-15T20:35:20.484766] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-15T20:35:20.484795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-15T20:35:20.495386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-15T20:35:20.495781] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-15T20:35:20.496561] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-15T20:35:20.496636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:20.496670] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:20.496697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:20.496755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:20.554430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:20.555162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:20.555243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:20.555275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:20.667346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:20.667501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:20.667541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:20.667607] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:20.671044] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-15T20:35:20.671326] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-15T20:35:20.671450] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:20.809559] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZEPP.txt
[2025-12-15T20:35:20.809723] [INFO ] [sig       ] [3571/3591] Completed ZEPP in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 6.8s
[2025-12-15T20:35:20.809772] [INFO ] [sig       ] [3572/3591] Forecasting ZETA...
[2025-12-15T20:35:20.809809] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-15T20:35:20.809840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-15T20:35:20.819858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-15T20:35:20.820164] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-15T20:35:20.820949] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-15T20:35:20.821000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:20.821057] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:20.821085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:20.821141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:20.879113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:20.879916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:20.879998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:20.880032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:21.001025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:21.001185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:21.001222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:21.001250] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:21.004540] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-15T20:35:21.004851] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-15T20:35:21.004979] [INFO ] [sig       ] ZETA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:21.143601] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZETA.txt
[2025-12-15T20:35:21.143760] [INFO ] [sig       ] [3572/3591] Completed ZETA in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 6.5s
[2025-12-15T20:35:21.143802] [INFO ] [sig       ] [3573/3591] Forecasting ZEUS...
[2025-12-15T20:35:21.143831] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-15T20:35:21.143859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-15T20:35:21.156511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-15T20:35:21.156983] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-15T20:35:21.158058] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-15T20:35:21.158125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:21.158169] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:21.158205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:21.158287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:21.220733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:21.221613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:21.221695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:21.221745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:21.342749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:21.342851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:21.342891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:21.342919] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:21.346275] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=61.12%)
[2025-12-15T20:35:21.346554] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-15T20:35:21.346706] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:21.505476] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZEUS.txt
[2025-12-15T20:35:21.505659] [INFO ] [sig       ] [3573/3591] Completed ZEUS in 0.4s | 2.94 sym/s | Total: 20.3m | ETA: 6.1s
[2025-12-15T20:35:21.505705] [INFO ] [sig       ] [3574/3591] Forecasting ZG...
[2025-12-15T20:35:21.505735] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-15T20:35:21.505764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-15T20:35:21.515542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-15T20:35:21.515957] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-15T20:35:21.516790] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-15T20:35:21.516846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:21.516878] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:21.516905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:21.516962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:21.577380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:21.578274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:21.578358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:21.578392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:21.703327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:21.703486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:21.703525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:21.703553] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:21.706887] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-15T20:35:21.707162] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-15T20:35:21.707284] [INFO ] [sig       ] ZG: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:21.846011] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZG.txt
[2025-12-15T20:35:21.846157] [INFO ] [sig       ] [3574/3591] Completed ZG in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 5.8s
[2025-12-15T20:35:21.846198] [INFO ] [sig       ] [3575/3591] Forecasting ZGN...
[2025-12-15T20:35:21.846228] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-15T20:35:21.846258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-15T20:35:21.856231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-15T20:35:21.856564] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-15T20:35:21.857365] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-15T20:35:21.857416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:21.857446] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:21.857472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:21.857543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:21.916203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:21.917064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:21.917149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:21.917182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:22.040116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:22.040272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:22.040311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:22.040339] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:22.043861] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-15T20:35:22.044147] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-15T20:35:22.044276] [INFO ] [sig       ] ZGN: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:22.186223] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZGN.txt
[2025-12-15T20:35:22.186375] [INFO ] [sig       ] [3575/3591] Completed ZGN in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 5.4s
[2025-12-15T20:35:22.186416] [INFO ] [sig       ] [3576/3591] Forecasting ZH...
[2025-12-15T20:35:22.186446] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-15T20:35:22.186475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-15T20:35:22.196630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-15T20:35:22.197019] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-15T20:35:22.197819] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-15T20:35:22.197871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:22.197903] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:22.197929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:22.197985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:22.255895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:22.256764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:22.256846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:22.256881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:22.375525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:22.375699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:22.375743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:22.375771] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:22.379098] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2025-12-15T20:35:22.379378] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-15T20:35:22.379506] [INFO ] [sig       ] ZH: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:22.518755] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZH.txt
[2025-12-15T20:35:22.518912] [INFO ] [sig       ] [3576/3591] Completed ZH in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 5.1s
[2025-12-15T20:35:22.518955] [INFO ] [sig       ] [3577/3591] Forecasting ZIM...
[2025-12-15T20:35:22.519007] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-15T20:35:22.519042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-15T20:35:22.529380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-15T20:35:22.529785] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-15T20:35:22.530595] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-15T20:35:22.530664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:22.530697] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:22.530723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:22.530780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:22.588716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:22.589570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:22.589671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:22.589706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:22.710106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:22.710263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:22.710304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:22.710333] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:22.713818] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=50.98%)
[2025-12-15T20:35:22.714165] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-15T20:35:22.714322] [INFO ] [sig       ] ZIM: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:22.857065] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZIM.txt
[2025-12-15T20:35:22.857218] [INFO ] [sig       ] [3577/3591] Completed ZIM in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 4.8s
[2025-12-15T20:35:22.857259] [INFO ] [sig       ] [3578/3591] Forecasting ZION...
[2025-12-15T20:35:22.857290] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-15T20:35:22.857318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-15T20:35:22.867083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-15T20:35:22.867446] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-15T20:35:22.868229] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-15T20:35:22.868280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:22.868325] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:22.868352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:22.868409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:22.927989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:22.928849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:22.928935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:22.928969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:23.056833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:23.056988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:23.057027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:23.057057] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:23.060353] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=13.82%)
[2025-12-15T20:35:23.060643] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-15T20:35:23.060771] [INFO ] [sig       ] ZION: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:23.199677] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZION.txt
[2025-12-15T20:35:23.199829] [INFO ] [sig       ] [3578/3591] Completed ZION in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 4.4s
[2025-12-15T20:35:23.199872] [INFO ] [sig       ] [3579/3591] Forecasting ZIP...
[2025-12-15T20:35:23.199902] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-15T20:35:23.199930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-15T20:35:23.209544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-15T20:35:23.209999] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-15T20:35:23.210849] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-15T20:35:23.210910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:23.210945] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:23.210972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:23.211029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:23.268213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:23.269117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:23.269213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:23.269245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:23.391539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:23.391708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:23.391748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:23.391778] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:23.395117] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-12-15T20:35:23.395394] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-15T20:35:23.395519] [INFO ] [sig       ] ZIP: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:23.536378] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZIP.txt
[2025-12-15T20:35:23.536517] [INFO ] [sig       ] [3579/3591] Completed ZIP in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 4.1s
[2025-12-15T20:35:23.536557] [INFO ] [sig       ] [3580/3591] Forecasting ZLAB...
[2025-12-15T20:35:23.536604] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-15T20:35:23.536635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-15T20:35:23.546444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-15T20:35:23.546819] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-15T20:35:23.547568] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-15T20:35:23.547636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:23.547667] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:23.547693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:23.547749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:23.604334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:23.605147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:23.605227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:23.605260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:23.728232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:23.728377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:23.728419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:23.728448] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:23.731856] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-15T20:35:23.732126] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-15T20:35:23.732252] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:23.871597] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZLAB.txt
[2025-12-15T20:35:23.871749] [INFO ] [sig       ] [3580/3591] Completed ZLAB in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 3.7s
[2025-12-15T20:35:23.871809] [INFO ] [sig       ] [3581/3591] Forecasting ZM...
[2025-12-15T20:35:23.871846] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-15T20:35:23.871883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-15T20:35:23.886216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-15T20:35:23.886710] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-15T20:35:23.887504] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-15T20:35:23.887556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:23.887607] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:23.887636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:23.887693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:23.944664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:23.945328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:23.945421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:23.945457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:24.070418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:24.070553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:24.070608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:24.070638] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:24.073939] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-15T20:35:24.074221] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-15T20:35:24.074345] [INFO ] [sig       ] ZM: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:24.212419] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZM.txt
[2025-12-15T20:35:24.212591] [INFO ] [sig       ] [3581/3591] Completed ZM in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 3.4s
[2025-12-15T20:35:24.212635] [INFO ] [sig       ] [3582/3591] Forecasting ZNTL...
[2025-12-15T20:35:24.212664] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-15T20:35:24.212693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-15T20:35:24.222877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-15T20:35:24.223211] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-15T20:35:24.223981] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-15T20:35:24.224031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:24.224061] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:24.224087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:24.224143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:24.284744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:24.285611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:24.285700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:24.285732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:24.410430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:24.410597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:24.410640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:24.410669] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:24.414098] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-15T20:35:24.414371] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-15T20:35:24.414509] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:24.555332] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZNTL.txt
[2025-12-15T20:35:24.555496] [INFO ] [sig       ] [3582/3591] Completed ZNTL in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 3.1s
[2025-12-15T20:35:24.555539] [INFO ] [sig       ] [3583/3591] Forecasting ZS...
[2025-12-15T20:35:24.555584] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-15T20:35:24.555618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-15T20:35:24.565720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-15T20:35:24.566134] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-15T20:35:24.567028] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-15T20:35:24.567090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:24.567124] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:24.567149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:24.567205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:24.623298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:24.624196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:24.624277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:24.624309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:24.744305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:24.744459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:24.744509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:24.744542] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:24.747969] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-12-15T20:35:24.748257] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-15T20:35:24.748387] [INFO ] [sig       ] ZS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:24.889147] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZS.txt
[2025-12-15T20:35:24.889290] [INFO ] [sig       ] [3583/3591] Completed ZS in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 2.7s
[2025-12-15T20:35:24.889332] [INFO ] [sig       ] [3584/3591] Forecasting ZTO...
[2025-12-15T20:35:24.889361] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-15T20:35:24.889390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-15T20:35:24.900650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-15T20:35:24.901079] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-15T20:35:24.902048] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-15T20:35:24.902110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:24.902152] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:24.902184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:24.902262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:24.976802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:24.977908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:24.978013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:24.978055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:25.103116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:25.103276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:25.103336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:25.103367] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:25.106939] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=38.01%)
[2025-12-15T20:35:25.107231] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-15T20:35:25.107368] [INFO ] [sig       ] ZTO: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:25.249549] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZTO.txt
[2025-12-15T20:35:25.249727] [INFO ] [sig       ] [3584/3591] Completed ZTO in 0.4s | 2.94 sym/s | Total: 20.3m | ETA: 2.4s
[2025-12-15T20:35:25.249778] [INFO ] [sig       ] [3585/3591] Forecasting ZTS...
[2025-12-15T20:35:25.249814] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-15T20:35:25.249850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-15T20:35:25.259930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-15T20:35:25.260301] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-15T20:35:25.261121] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-15T20:35:25.261172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:25.261203] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:25.261229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:25.261286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:25.319335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:25.320182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:25.320278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:25.320311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:25.453657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:25.453845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:25.453899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:25.453944] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:25.458807] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-12-15T20:35:25.459179] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-15T20:35:25.459314] [INFO ] [sig       ] ZTS: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:25.609434] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZTS.txt
[2025-12-15T20:35:25.609624] [INFO ] [sig       ] [3585/3591] Completed ZTS in 0.4s | 2.94 sym/s | Total: 20.3m | ETA: 2.0s
[2025-12-15T20:35:25.609707] [INFO ] [sig       ] [3586/3591] Forecasting ZUMZ...
[2025-12-15T20:35:25.609742] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-15T20:35:25.609780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-15T20:35:25.620113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-15T20:35:25.620515] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-15T20:35:25.621376] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-15T20:35:25.621430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:25.621463] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:25.621490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:25.621548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:25.679710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:25.680621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:25.680725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:25.680764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:25.805752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:25.805907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:25.805948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:25.805978] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:25.809470] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-12-15T20:35:25.809802] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-15T20:35:25.809945] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:25.951700] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZUMZ.txt
[2025-12-15T20:35:25.951858] [INFO ] [sig       ] [3586/3591] Completed ZUMZ in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 1.7s
[2025-12-15T20:35:25.951899] [INFO ] [sig       ] [3587/3591] Forecasting ZURA...
[2025-12-15T20:35:25.951929] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-15T20:35:25.951959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-15T20:35:25.962203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-15T20:35:25.962625] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-15T20:35:25.963457] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-15T20:35:25.963510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:25.963542] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:25.963593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:25.963655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:26.019408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:26.020283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:26.020367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:26.020399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:26.139286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:26.139447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:26.139487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:26.139516] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:26.143018] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=77.75%)
[2025-12-15T20:35:26.143305] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-15T20:35:26.143435] [INFO ] [sig       ] ZURA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:26.282745] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZURA.txt
[2025-12-15T20:35:26.282904] [INFO ] [sig       ] [3587/3591] Completed ZURA in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 1.4s
[2025-12-15T20:35:26.282946] [INFO ] [sig       ] [3588/3591] Forecasting ZVIA...
[2025-12-15T20:35:26.282976] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-15T20:35:26.283004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-15T20:35:26.292806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-15T20:35:26.293181] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-15T20:35:26.293965] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-15T20:35:26.294016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:26.294063] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:26.294091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:26.294148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:26.350709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:26.351556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:26.351661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:26.351694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:26.475047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:26.475210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:26.475250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:26.475281] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:26.478637] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-15T20:35:26.478913] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-15T20:35:26.479081] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-15: UP (sign=1.00)
[2025-12-15T20:35:26.622532] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-16	1 -> ./output/forecasts/individual/2025-12-16/ZVIA.txt
[2025-12-15T20:35:26.622732] [INFO ] [sig       ] [3588/3591] Completed ZVIA in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 1.0s
[2025-12-15T20:35:26.622780] [INFO ] [sig       ] [3589/3591] Forecasting ZVRA...
[2025-12-15T20:35:26.622815] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-15T20:35:26.622845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-15T20:35:26.633620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-15T20:35:26.634017] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-15T20:35:26.635094] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-15T20:35:26.635149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:26.635181] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:26.635239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:26.635300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:26.697392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:26.698266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:26.698352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:26.698387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:26.816905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:26.817066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:26.817108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:26.817137] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:26.820565] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=46.94%)
[2025-12-15T20:35:26.820887] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-15T20:35:26.821022] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:26.963475] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZVRA.txt
[2025-12-15T20:35:26.963653] [INFO ] [sig       ] [3589/3591] Completed ZVRA in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 0.7s
[2025-12-15T20:35:26.963701] [INFO ] [sig       ] [3590/3591] Forecasting ZWS...
[2025-12-15T20:35:26.963731] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-15T20:35:26.963762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-15T20:35:26.974115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-15T20:35:26.974520] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-15T20:35:26.975313] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-15T20:35:26.975365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:26.975396] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:26.975424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:26.975481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:27.032553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:27.033449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:27.033535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:27.033568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:27.156467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:27.156635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:27.156679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:27.156708] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:27.160263] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2025-12-15T20:35:27.160538] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-15T20:35:27.160682] [INFO ] [sig       ] ZWS: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:27.308551] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZWS.txt
[2025-12-15T20:35:27.308732] [INFO ] [sig       ] [3590/3591] Completed ZWS in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 0.3s
[2025-12-15T20:35:27.308776] [INFO ] [sig       ] [3591/3591] Forecasting ZYME...
[2025-12-15T20:35:27.308806] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-15T20:35:27.308837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-15T20:35:27.319519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-15T20:35:27.319929] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-15T20:35:27.320722] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-15T20:35:27.320775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-15T20:35:27.320813] [DEBUG] [FORECASTER] Starting train method
[2025-12-15T20:35:27.320847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-15T20:35:27.320917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-15T20:35:27.380705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-15T20:35:27.381711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-15T20:35:27.381803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-15T20:35:27.381837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-15T20:35:27.502452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-15T20:35:27.502620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-15T20:35:27.502664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-15T20:35:27.502693] [INFO ] [FORECASTER] Training complete
[2025-12-15T20:35:27.506111] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-15T20:35:27.506384] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-15T20:35:27.506506] [INFO ] [sig       ] ZYME: Forecast for 2025-12-15: DOWN (sign=0.00)
[2025-12-15T20:35:27.648055] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-16	0 -> ./output/forecasts/individual/2025-12-16/ZYME.txt
[2025-12-15T20:35:27.648190] [INFO ] [sig       ] [3591/3591] Completed ZYME in 0.3s | 2.94 sym/s | Total: 20.4m | ETA: 0.0s
[2025-12-15T20:35:27.648231] [INFO ] [sig       ] ==================================================
[2025-12-15T20:35:27.648270] [INFO ] [sig       ] Forecasts complete: 3591/3591 symbols succeeded
[2025-12-15T20:35:27.648301] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-15T20:35:27.648328] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-15T20:35:27.648676] [INFO ] [sig       ] Found 45 forecast dates to process
[2025-12-15T20:35:27.648717] [INFO ] [sig       ] [1/45] Processing report for 2025-10-10...
[2025-12-15T20:35:27.648753] [INFO ] [sig       ] [1/45] Report for 2025-10-10 already exists, skipping...
[2025-12-15T20:35:27.648781] [INFO ] [sig       ] [2/45] Processing report for 2025-10-13...
[2025-12-15T20:35:27.648814] [INFO ] [sig       ] [2/45] Report for 2025-10-13 already exists, skipping...
[2025-12-15T20:35:27.648842] [INFO ] [sig       ] [3/45] Processing report for 2025-10-14...
[2025-12-15T20:35:27.648873] [INFO ] [sig       ] [3/45] Report for 2025-10-14 already exists, skipping...
[2025-12-15T20:35:27.648900] [INFO ] [sig       ] [4/45] Processing report for 2025-10-15...
[2025-12-15T20:35:27.648931] [INFO ] [sig       ] [4/45] Report for 2025-10-15 already exists, skipping...
[2025-12-15T20:35:27.648958] [INFO ] [sig       ] [5/45] Processing report for 2025-10-16...
[2025-12-15T20:35:27.649004] [INFO ] [sig       ] [5/45] Report for 2025-10-16 already exists, skipping...
[2025-12-15T20:35:27.649033] [INFO ] [sig       ] [6/45] Processing report for 2025-10-17...
[2025-12-15T20:35:27.649065] [INFO ] [sig       ] [6/45] Report for 2025-10-17 already exists, skipping...
[2025-12-15T20:35:27.649114] [INFO ] [sig       ] [7/45] Processing report for 2025-10-20...
[2025-12-15T20:35:27.649148] [INFO ] [sig       ] [7/45] Report for 2025-10-20 already exists, skipping...
[2025-12-15T20:35:27.649175] [INFO ] [sig       ] [8/45] Processing report for 2025-10-21...
[2025-12-15T20:35:27.649205] [INFO ] [sig       ] [8/45] Report for 2025-10-21 already exists, skipping...
[2025-12-15T20:35:27.649231] [INFO ] [sig       ] [9/45] Processing report for 2025-10-22...
[2025-12-15T20:35:27.649262] [INFO ] [sig       ] [9/45] Report for 2025-10-22 already exists, skipping...
[2025-12-15T20:35:27.649287] [INFO ] [sig       ] [10/45] Processing report for 2025-10-23...
[2025-12-15T20:35:27.649316] [INFO ] [sig       ] [10/45] Report for 2025-10-23 already exists, skipping...
[2025-12-15T20:35:27.649341] [INFO ] [sig       ] [11/45] Processing report for 2025-10-24...
[2025-12-15T20:35:27.649370] [INFO ] [sig       ] [11/45] Report for 2025-10-24 already exists, skipping...
[2025-12-15T20:35:27.649396] [INFO ] [sig       ] [12/45] Processing report for 2025-10-27...
[2025-12-15T20:35:27.649426] [INFO ] [sig       ] [12/45] Report for 2025-10-27 already exists, skipping...
[2025-12-15T20:35:27.649451] [INFO ] [sig       ] [13/45] Processing report for 2025-10-28...
[2025-12-15T20:35:27.649481] [INFO ] [sig       ] [13/45] Report for 2025-10-28 already exists, skipping...
[2025-12-15T20:35:27.649507] [INFO ] [sig       ] [14/45] Processing report for 2025-10-30...
[2025-12-15T20:35:27.649536] [INFO ] [sig       ] [14/45] Report for 2025-10-30 already exists, skipping...
[2025-12-15T20:35:27.649562] [INFO ] [sig       ] [15/45] Processing report for 2025-10-31...
[2025-12-15T20:35:27.649628] [INFO ] [sig       ] [15/45] Report for 2025-10-31 already exists, skipping...
[2025-12-15T20:35:27.649678] [INFO ] [sig       ] [16/45] Processing report for 2025-11-03...
[2025-12-15T20:35:27.649712] [INFO ] [sig       ] [16/45] Report for 2025-11-03 already exists, skipping...
[2025-12-15T20:35:27.649739] [INFO ] [sig       ] [17/45] Processing report for 2025-11-04...
[2025-12-15T20:35:27.649769] [INFO ] [sig       ] [17/45] Report for 2025-11-04 already exists, skipping...
[2025-12-15T20:35:27.649796] [INFO ] [sig       ] [18/45] Processing report for 2025-11-05...
[2025-12-15T20:35:27.649833] [INFO ] [sig       ] [18/45] Report for 2025-11-05 already exists, skipping...
[2025-12-15T20:35:27.649864] [INFO ] [sig       ] [19/45] Processing report for 2025-11-06...
[2025-12-15T20:35:27.649910] [INFO ] [sig       ] [19/45] Report for 2025-11-06 already exists, skipping...
[2025-12-15T20:35:27.649943] [INFO ] [sig       ] [20/45] Processing report for 2025-11-07...
[2025-12-15T20:35:27.649980] [INFO ] [sig       ] [20/45] Report for 2025-11-07 already exists, skipping...
[2025-12-15T20:35:27.650010] [INFO ] [sig       ] [21/45] Processing report for 2025-11-10...
[2025-12-15T20:35:27.650039] [INFO ] [sig       ] [21/45] Report for 2025-11-10 already exists, skipping...
[2025-12-15T20:35:27.650064] [INFO ] [sig       ] [22/45] Processing report for 2025-11-11...
[2025-12-15T20:35:27.650093] [INFO ] [sig       ] [22/45] Report for 2025-11-11 already exists, skipping...
[2025-12-15T20:35:27.650118] [INFO ] [sig       ] [23/45] Processing report for 2025-11-12...
[2025-12-15T20:35:27.650147] [INFO ] [sig       ] [23/45] Report for 2025-11-12 already exists, skipping...
[2025-12-15T20:35:27.650172] [INFO ] [sig       ] [24/45] Processing report for 2025-11-13...
[2025-12-15T20:35:27.650201] [INFO ] [sig       ] [24/45] Report for 2025-11-13 already exists, skipping...
[2025-12-15T20:35:27.650226] [INFO ] [sig       ] [25/45] Processing report for 2025-11-17...
[2025-12-15T20:35:27.650257] [INFO ] [sig       ] [25/45] Report for 2025-11-17 already exists, skipping...
[2025-12-15T20:35:27.650282] [INFO ] [sig       ] [26/45] Processing report for 2025-11-18...
[2025-12-15T20:35:27.650311] [INFO ] [sig       ] [26/45] Report for 2025-11-18 already exists, skipping...
[2025-12-15T20:35:27.650337] [INFO ] [sig       ] [27/45] Processing report for 2025-11-19...
[2025-12-15T20:35:27.650366] [INFO ] [sig       ] [27/45] Report for 2025-11-19 already exists, skipping...
[2025-12-15T20:35:27.650391] [INFO ] [sig       ] [28/45] Processing report for 2025-11-20...
[2025-12-15T20:35:27.650420] [INFO ] [sig       ] [28/45] Report for 2025-11-20 already exists, skipping...
[2025-12-15T20:35:27.650445] [INFO ] [sig       ] [29/45] Processing report for 2025-11-21...
[2025-12-15T20:35:27.650474] [INFO ] [sig       ] [29/45] Report for 2025-11-21 already exists, skipping...
[2025-12-15T20:35:27.650499] [INFO ] [sig       ] [30/45] Processing report for 2025-11-24...
[2025-12-15T20:35:27.650529] [INFO ] [sig       ] [30/45] Report for 2025-11-24 already exists, skipping...
[2025-12-15T20:35:27.650553] [INFO ] [sig       ] [31/45] Processing report for 2025-11-25...
[2025-12-15T20:35:27.650602] [INFO ] [sig       ] [31/45] Report for 2025-11-25 already exists, skipping...
[2025-12-15T20:35:27.650629] [INFO ] [sig       ] [32/45] Processing report for 2025-11-26...
[2025-12-15T20:35:27.650659] [INFO ] [sig       ] [32/45] Report for 2025-11-26 already exists, skipping...
[2025-12-15T20:35:27.650684] [INFO ] [sig       ] [33/45] Processing report for 2025-11-28...
[2025-12-15T20:35:27.650715] [INFO ] [sig       ] [33/45] Report for 2025-11-28 already exists, skipping...
[2025-12-15T20:35:27.650740] [INFO ] [sig       ] [34/45] Processing report for 2025-12-01...
[2025-12-15T20:35:27.650783] [INFO ] [sig       ] [34/45] Report for 2025-12-01 already exists, skipping...
[2025-12-15T20:35:27.650814] [INFO ] [sig       ] [35/45] Processing report for 2025-12-02...
[2025-12-15T20:35:27.650852] [INFO ] [sig       ] [35/45] Report for 2025-12-02 already exists, skipping...
[2025-12-15T20:35:27.650884] [INFO ] [sig       ] [36/45] Processing report for 2025-12-03...
[2025-12-15T20:35:27.650920] [INFO ] [sig       ] [36/45] Report for 2025-12-03 already exists, skipping...
[2025-12-15T20:35:27.650951] [INFO ] [sig       ] [37/45] Processing report for 2025-12-04...
[2025-12-15T20:35:27.650987] [INFO ] [sig       ] [37/45] Report for 2025-12-04 already exists, skipping...
[2025-12-15T20:35:27.651014] [INFO ] [sig       ] [38/45] Processing report for 2025-12-05...
[2025-12-15T20:35:27.651044] [INFO ] [sig       ] [38/45] Report for 2025-12-05 already exists, skipping...
[2025-12-15T20:35:27.651068] [INFO ] [sig       ] [39/45] Processing report for 2025-12-08...
[2025-12-15T20:35:27.651098] [INFO ] [sig       ] [39/45] Report for 2025-12-08 already exists, skipping...
[2025-12-15T20:35:27.651129] [INFO ] [sig       ] [40/45] Processing report for 2025-12-09...
[2025-12-15T20:35:27.651161] [INFO ] [sig       ] [40/45] Report for 2025-12-09 already exists, skipping...
[2025-12-15T20:35:27.651185] [INFO ] [sig       ] [41/45] Processing report for 2025-12-10...
[2025-12-15T20:35:27.651221] [INFO ] [sig       ] [41/45] Report for 2025-12-10 already exists, skipping...
[2025-12-15T20:35:27.651248] [INFO ] [sig       ] [42/45] Processing report for 2025-12-11...
[2025-12-15T20:35:27.651278] [INFO ] [sig       ] [42/45] Report for 2025-12-11 already exists, skipping...
[2025-12-15T20:35:27.651303] [INFO ] [sig       ] [43/45] Processing report for 2025-12-12...
[2025-12-15T20:35:27.651338] [INFO ] [sig       ] [43/45] Report for 2025-12-12 already exists, skipping...
[2025-12-15T20:35:27.651364] [INFO ] [sig       ] [44/45] Processing report for 2025-12-15...
[2025-12-15T20:35:27.651413] [INFO ] [sig       ] [44/45] Report for 2025-12-15 already exists, skipping...
[2025-12-15T20:35:27.651440] [INFO ] [sig       ] [45/45] Processing report for 2025-12-16...
[2025-12-15T20:35:27.719303] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.719728] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.720095] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.720456] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.720806] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.720906] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-15T20:35:27.721321] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.721720] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.722091] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.722389] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.722472] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.722795] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.723121] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.723418] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.723719] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.724566] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.724862] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.725137] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.725386] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.725687] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.725985] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.726222] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.726518] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.726825] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.727125] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.727406] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.727716] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.727962] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.728213] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.728498] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.728784] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.729043] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.729114] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.729368] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-15T20:35:27.729675] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.729945] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.730247] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.730483] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.730553] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.730862] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.731121] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.731358] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.731595] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.731851] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.732119] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.732373] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.732620] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.732921] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.733232] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.733528] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.733839] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.734128] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.734385] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.734669] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.734963] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.735261] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.735544] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.735819] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.735898] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.736175] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.736427] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.736661] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-15T20:35:27.736952] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.737244] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.737528] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.737638] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.737918] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.738218] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.738482] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-15T20:35:27.738830] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.739160] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.739456] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.739784] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.740026] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.740261] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.740496] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.740731] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.741094] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.741466] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.741894] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.742307] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.742379] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.742793] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.743169] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.743490] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.743812] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.744142] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.744384] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.744677] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.744940] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.745196] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.745503] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.745756] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.745993] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.746276] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.746509] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.746807] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.746876] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.747151] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.747382] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.747632] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.747868] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.748151] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.748399] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.748638] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.748875] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.749166] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.749403] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.749702] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.749943] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.750178] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.750460] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.750740] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.751027] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.751278] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.751509] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.751810] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.752064] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.752345] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.752624] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.752892] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.753193] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.753422] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.753657] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.753889] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.754145] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-15T20:35:27.754380] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.754663] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.754896] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.755154] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.755391] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.755624] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.755903] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.756183] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.756464] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.756744] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.757023] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.757302] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-15T20:35:27.757533] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.757802] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.758091] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.758159] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.758395] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.758682] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.758934] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.759255] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.759492] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.759748] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.760035] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.760270] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.760521] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.760794] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.761093] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.761351] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.761604] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.761941] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.762188] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.762433] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.762504] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.762742] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.763039] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.763284] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.763594] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.763855] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.764138] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.764430] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.764670] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.764922] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-15T20:35:27.765205] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.765489] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.765782] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.766071] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.766307] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.766542] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.766851] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.767136] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.767437] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.767688] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-15T20:35:27.767922] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.768202] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.768490] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.768725] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.768805] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.769073] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.769334] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.769594] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.769837] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.770121] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.770189] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.770417] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.770495] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.770740] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.771024] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.771274] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.771511] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.771812] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.772097] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.772381] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.772633] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.772882] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.773117] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.773354] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.773640] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.773873] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.774126] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.774411] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.774708] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.774942] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.775176] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.775464] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.775748] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.776001] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.776289] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.776519] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.776789] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.777085] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.777346] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.777416] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.777707] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.777967] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.778256] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.778491] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.778774] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.779053] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.779133] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.779420] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.779488] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.779769] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.780003] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.780285] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.780536] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-15T20:35:27.780813] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.781045] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.781280] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.781513] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.781815] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.782049] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.782117] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.782394] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.782680] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.782914] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.783148] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.783399] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.783692] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.783978] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.784213] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.784446] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.784680] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.784748] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.785022] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.785256] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.785540] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.785793] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.786074] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.786354] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.786639] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.786929] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.787211] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.787491] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.787774] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.788009] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.788292] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.788587] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.788822] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.789107] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.789346] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.789598] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.789888] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.790123] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.790370] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.790625] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.790911] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.791163] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.791396] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.791474] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-15T20:35:27.791727] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.791995] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.792231] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-15T20:35:27.792516] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.792818] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.792898] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.793177] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.793477] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.793761] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.794012] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.794296] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.794531] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.794622] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.794873] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.795157] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.795227] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.795454] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.795741] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.795982] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.796229] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.796480] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.796548] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.796821] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.797105] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.797339] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.797621] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.797905] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.798156] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.798405] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-15T20:35:27.798636] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.798917] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.799226] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.799479] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.799715] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.799973] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.800225] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.800476] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.800763] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.801045] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.801281] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.801564] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.801657] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.801934] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.802169] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.802418] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.802655] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.802907] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.803192] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.803426] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.803496] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.804297] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.804607] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.804694] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.804950] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.805246] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-15T20:35:27.805488] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.805783] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.806044] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.806311] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.806564] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.806655] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.806888] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.807183] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.807422] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.807705] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.807941] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.808193] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.808262] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.808506] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.808783] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.809104] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.809467] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.809816] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.810115] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.810416] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.810766] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.811108] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.811422] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.811511] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.811828] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.812138] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-15T20:35:27.812436] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-15T20:35:27.812700] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.813001] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.813242] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.813529] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.813830] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.814126] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.814363] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.814599] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.814882] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-15T20:35:27.815127] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.815407] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.815475] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.815537] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.815891] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.816185] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-15T20:35:27.816421] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.816659] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.816940] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.817234] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.817517] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.817841] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.818140] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.818379] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.818673] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-15T20:35:27.818926] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.819184] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.819449] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.819736] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.819987] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.820221] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.820505] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.820810] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.821097] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.821333] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.821565] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.821871] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.822152] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.822440] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-15T20:35:27.822726] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.823011] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.823250] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.823487] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.823557] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.823826] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.824064] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.824315] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.824598] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.824843] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.824913] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.825155] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.825388] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.825680] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.825969] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.826256] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.826325] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.826386] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.826456] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.826687] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.826971] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.827219] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.827472] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.827766] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.828052] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.828306] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.828542] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.828849] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.829103] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.829390] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.829459] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.829744] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.830029] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.830318] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.830604] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.830886] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.831129] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.831414] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-15T20:35:27.831678] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.831930] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.832193] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.832448] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.832732] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.833018] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.833271] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.833567] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.833881] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.834178] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.834431] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.834674] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.835513] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.835839] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.836154] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.836448] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-15T20:35:27.836774] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.837085] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-15T20:35:27.837384] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.837629] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.837932] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.838240] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.838520] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.838845] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.839160] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.839420] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.839730] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.839799] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.840090] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.840343] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.840599] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.840862] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.841118] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.841403] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.841471] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.841747] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.841979] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-15T20:35:27.842231] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.842464] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.842724] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.843039] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-15T20:35:27.843343] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.843646] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.843906] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.844147] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.844386] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.844628] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.844871] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.845157] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.845394] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.845678] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.845983] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.846221] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.846473] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.846707] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.847003] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.847287] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.847603] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.847904] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.848227] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.848480] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.848719] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.848806] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.849111] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.849404] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.849691] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.849938] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.850208] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.850492] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.851002] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.851278] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.851604] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.851903] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.852172] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.852465] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-15T20:35:27.852717] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.852968] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.853215] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.853514] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.853778] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.854074] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.854359] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.854641] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.854934] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.855249] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.855541] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.855810] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.856090] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.856167] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.856245] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.856482] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.856735] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.856806] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.857075] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.857372] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.857608] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.857849] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.858156] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.858418] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.858497] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.858783] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.859066] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-15T20:35:27.859331] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.859605] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.859853] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-15T20:35:27.860143] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.860383] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.860453] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.860514] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.860817] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.861074] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.861355] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.861601] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.861884] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.862126] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.862412] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.862703] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.862945] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.863231] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.863528] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.863802] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.863872] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.864165] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.864476] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.864722] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.864986] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.865234] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.865308] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.865538] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.865629] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.865888] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.866144] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.866397] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.866672] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.866966] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.867266] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.867507] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.867785] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.868097] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.868434] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.869490] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.869778] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.870118] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.870429] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.870684] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.871003] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.871312] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.871556] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.871646] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.871938] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.872235] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.872538] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.872861] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.873108] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.873397] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.873641] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.873899] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.873967] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.874213] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.874466] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.874731] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.875000] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.875295] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.875601] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.875843] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.876092] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.876385] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.876678] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.876947] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.877218] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.877518] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.877837] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.878075] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.878316] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.878563] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.878869] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.879134] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.879438] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.879727] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.880024] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.880260] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.880513] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.880766] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.881025] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.881261] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.881543] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.881633] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.881879] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.882139] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.882374] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.882610] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.882910] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.883162] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-15T20:35:27.883443] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.883679] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.883916] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.883994] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.884065] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.884294] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.884605] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.884853] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.885106] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.885338] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.885629] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.885929] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.886164] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.886420] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.886675] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.886961] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.887209] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.887493] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.887775] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.888133] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.888492] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-15T20:35:27.888826] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.889083] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.889339] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.889607] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.889868] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.890184] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.890467] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.890780] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.890848] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.890907] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.891244] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.891601] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.891911] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.892205] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.892503] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.892766] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.893013] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.893249] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.893538] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.893629] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.893690] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.893938] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.894175] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.894423] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.894707] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.894942] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.895177] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.895421] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.895659] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.895943] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.896263] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.896593] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.897006] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.897251] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.897545] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.897871] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.898185] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.898255] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.898520] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.898793] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.899061] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.899299] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.899607] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.899895] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.900181] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.900464] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-15T20:35:27.900706] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.901002] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.901292] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.901595] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.901889] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.902124] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.902407] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.902656] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.902941] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.903231] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.903513] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.903787] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.904028] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.904276] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.904561] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.904881] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.905116] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.905402] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.905635] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.905906] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.906203] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.906464] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.906533] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.906784] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.907050] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.907284] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-15T20:35:27.907565] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.907822] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.908073] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.908356] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.908647] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.908912] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.909217] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.909475] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.909762] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.910043] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.910292] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.910591] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.910893] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-15T20:35:27.911201] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.911497] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-15T20:35:27.911754] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.912041] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.912330] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.912614] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.912885] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.913190] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.913424] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.913709] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-15T20:35:27.913942] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.914177] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.914457] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.914742] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.915025] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.915305] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.915554] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.915863] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.916153] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.916223] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.916449] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.916734] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.917021] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.917256] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-15T20:35:27.917490] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.917805] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.918094] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.918378] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.918447] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.918685] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.918925] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.919221] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.919500] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-15T20:35:27.919749] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.920066] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.920352] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.920606] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.920896] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.921129] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.921412] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.921665] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.921734] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.922011] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.922244] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.922496] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.922748] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.922992] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.923294] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.923528] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.923779] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.924013] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.924084] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.924327] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.924405] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.924634] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.924919] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-15T20:35:27.925212] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.925447] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.925732] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-15T20:35:27.925802] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.926028] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.926261] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.926331] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.926592] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.926878] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.927162] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.927453] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.927697] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.927980] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.928215] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.928506] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.928822] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.929125] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.929364] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.929599] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.929849] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.930672] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.930933] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.931228] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-15T20:35:27.931298] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.931534] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.931802] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.932097] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.932168] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.932407] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.932671] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.932961] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.933031] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.933293] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.933545] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.933855] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.934141] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.934425] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.934710] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-15T20:35:27.934994] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-15T20:35:27.935069] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.935314] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.935566] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.935871] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.936121] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.936404] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.936473] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.936751] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.937032] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.937343] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.937671] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.937996] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.938323] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.938645] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.938924] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.939280] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.939603] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.939934] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.940263] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.940373] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.940686] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.941009] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.941337] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.941688] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.942010] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.942285] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.942558] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-15T20:35:27.942841] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.943118] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.943446] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.943736] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.943835] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.944107] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.944435] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.944765] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-15T20:35:27.945054] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.945317] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.945600] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.945710] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.946034] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.946350] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.946611] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.946873] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.947157] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.947430] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.947756] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-15T20:35:27.948037] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.948333] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.948630] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.948888] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.949209] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.949468] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.949752] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.950037] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.950327] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.950609] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.950903] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.951325] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.951608] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.951891] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.952173] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.952408] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.952658] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.952942] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.953222] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.953503] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.953761] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.954014] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.954247] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.954494] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.954746] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.954997] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.955298] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.955603] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.955855] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.956088] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.956387] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.956623] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.956860] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.957142] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.957424] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.957707] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.957941] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.958010] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.958236] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.958467] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.958537] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.958839] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.959137] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.959431] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.959665] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.959917] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.960151] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.960435] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.960737] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.960972] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.961053] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.961338] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.961585] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-15T20:35:27.961868] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.962102] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.962387] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.962671] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.962953] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.963194] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.963480] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.963732] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.964017] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.964251] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.964333] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.964592] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.964833] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.965069] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.965304] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.965546] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.965817] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.966053] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.966334] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.966616] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.966699] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.966928] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.967163] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.967233] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.967476] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.967761] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.967830] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-15T20:35:27.968110] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.968396] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-15T20:35:27.968632] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.968916] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.969201] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.969291] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.969519] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.969774] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.970009] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.970257] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.970335] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.970611] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.970896] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.971129] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.971414] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.971481] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.971722] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.971955] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.972236] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.972484] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.972767] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.972999] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.973279] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.973557] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.973808] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-15T20:35:27.973875] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.974109] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.974391] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.974621] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.974901] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.975181] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.975427] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.975708] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.975952] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.976019] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.976241] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.976486] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.976722] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.977004] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.977250] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-15T20:35:27.977529] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.977831] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.978079] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.978357] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.978606] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.978890] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.979193] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.979442] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.979732] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-15T20:35:27.979800] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.980078] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-15T20:35:27.980311] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.980607] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.980860] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.981142] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.981393] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.981677] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.981911] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.982193] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-15T20:35:27.982487] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.982556] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.982851] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.983080] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-15T20:35:27.983307] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-15T20:35:27.983616] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-15T20:35:27.983855] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.984114] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.984369] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-15T20:35:27.984653] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.984885] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.984954] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.985016] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.985242] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.985525] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.985784] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.986021] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.986305] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.986541] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-15T20:35:27.986848] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-15T20:35:27.987144] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.987454] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.987744] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.988029] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.988314] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-15T20:35:27.988384] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.988631] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.988913] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-15T20:35:27.989238] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.989483] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-15T20:35:27.989771] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.990020] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.990268] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-15T20:35:27.990515] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.990815] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.991047] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.991294] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-15T20:35:27.991542] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.991845] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.992125] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.992406] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-15T20:35:27.992685] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.992917] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.993155] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.993224] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.993497] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.993778] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-15T20:35:27.994065] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.994313] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.994543] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.994796] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-15T20:35:27.995098] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-15T20:35:27.995346] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.995595] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-15T20:35:27.995874] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.996159] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-15T20:35:27.996717] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-15T20:35:27.997116] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-15T20:35:27.997193] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.997480] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-15T20:35:27.997774] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-15T20:35:27.998037] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-15T20:35:27.998272] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.998543] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-15T20:35:27.998816] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.000018] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.000336] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.000637] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.000730] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.001007] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.001308] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.001599] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.001908] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.002144] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.002381] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.002673] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.002956] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.003024] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.003299] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.003530] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.003836] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.004130] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.004412] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.004482] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.004560] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.004812] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.005097] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.005331] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.005605] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.005844] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.005926] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.006205] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.006486] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.006768] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.007002] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.007296] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.007596] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.007880] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.008160] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.008437] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.008686] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.008911] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.009208] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-15T20:35:28.009455] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.009738] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.009992] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.010224] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.010460] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.010743] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.011031] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.011265] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.011515] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.011613] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.011846] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.012130] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-15T20:35:28.012413] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.012693] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.012948] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.013199] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.013462] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.013696] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.013764] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.014011] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.014298] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.014366] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.014424] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.014698] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.014933] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.015168] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.015451] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.015688] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.015756] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.015814] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.016091] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.016341] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.016602] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.016833] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.017066] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.017345] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.017624] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.017873] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.018157] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.018438] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.018505] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.018779] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.019065] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.019349] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-15T20:35:28.019600] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.019853] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.020112] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.020351] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.020632] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.020881] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.021128] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.021360] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.021621] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.021855] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.022110] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.022351] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.022600] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.022829] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.023055] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.023278] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.023519] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.023862] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-15T20:35:28.024111] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.024346] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.024627] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-15T20:35:28.024878] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.025112] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.025402] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.025635] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.025883] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.026114] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.026362] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.026612] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.026878] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.026954] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.027178] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.027460] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.027706] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.027937] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.028216] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.028446] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.028678] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.028920] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.029010] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.029392] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.029731] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.029985] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.030253] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.030551] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.030873] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.031140] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.031435] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.031511] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.031805] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.032039] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.032320] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.032552] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.032640] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.032872] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.033154] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.033402] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.033682] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.033748] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.034022] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.034253] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.034485] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.034765] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.035044] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.035295] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.035597] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.035828] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.036058] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.036340] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.036620] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.036901] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.037131] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.037366] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.037646] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.037893] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.038175] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.038458] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.038706] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.038930] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.039232] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.039507] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.039779] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.040063] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.040294] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.040600] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.040882] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.041847] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.042140] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.042382] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.042675] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.042921] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.043214] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.043450] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.043778] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-15T20:35:28.044046] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.044114] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.044399] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.044467] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.044703] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.044772] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.045021] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.045266] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.045345] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.045588] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.045657] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.045993] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.046061] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.046316] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.046384] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.046442] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.046693] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.046985] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.047228] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.047295] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.047598] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.047668] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.047912] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.048215] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.048284] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.048342] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.048587] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.048875] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.049175] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-15T20:35:28.049429] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.049700] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.049936] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.050218] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.050284] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.050558] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.050860] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.051093] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.051323] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.051605] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.051857] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.052091] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.052371] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.052602] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.052833] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.053114] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.053393] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.053624] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.053904] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.054152] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.054383] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.054636] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.054918] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.055202] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.055455] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.055735] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.055967] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.056214] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.056496] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.056779] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.057019] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.057298] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.057531] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.057829] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.058062] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.058343] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.058411] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.058682] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.058914] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.059227] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.059467] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.059715] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.059966] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.060250] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.060499] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.060734] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.060801] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.061042] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.061115] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.061350] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.061631] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.061879] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.062163] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.062417] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.062665] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.062948] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.063196] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.063475] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.063758] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.064039] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.064321] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.064603] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.064836] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.065066] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.065133] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.065424] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.065660] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-15T20:35:28.065891] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.066138] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.066204] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.066476] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.066708] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.066988] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.067236] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.067515] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.067610] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.067890] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.068183] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.068468] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.068700] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.068932] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.069204] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.069437] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.069686] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.069934] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.070166] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.070450] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.070730] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.070961] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.071242] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.071476] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.071756] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.072035] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.072316] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.072545] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.072805] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.072875] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.073102] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.073336] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.073587] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.073872] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.073942] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.074215] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.074446] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.074677] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.074912] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.075161] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.075443] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.075510] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.075753] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.076033] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.076264] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.076511] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.076759] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-15T20:35:28.077040] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.077272] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.077508] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.077806] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.077874] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.077941] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.078220] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.078467] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.078718] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.078951] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.079230] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.079465] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.079748] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.079824] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.080052] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.080283] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.080529] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.080627] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.080857] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.081155] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.081436] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.081683] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.081983] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.082220] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.082504] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.082813] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.083070] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.083351] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.083416] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.083689] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.083937] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.084002] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.084226] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.084507] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.084807] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.085090] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.085417] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.085713] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.086003] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.086250] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.086502] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.086800] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.087035] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.087324] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.087593] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.087828] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.088106] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.088385] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.088616] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.088682] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.088955] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.089049] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.089108] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.089384] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.089619] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.089701] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.089937] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.090327] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.090630] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.091410] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.092051] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.092301] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.092551] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.092866] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.093158] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.093419] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.093653] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.093901] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.093967] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.094209] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.094441] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.094676] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.094910] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.095139] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.095429] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.095716] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.095964] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.096212] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.096499] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.096780] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.097012] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.097288] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.097515] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.097782] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.098014] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.098295] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.098530] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.098841] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.099126] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.099428] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.099729] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.100023] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.100264] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.100513] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.100794] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.101029] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.101266] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.101559] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.101827] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.102116] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.102182] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.102474] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.102731] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.102963] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.103205] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.104249] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.104708] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.104777] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.105033] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.105328] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.105592] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.105893] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.106168] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.106481] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.106735] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.107041] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.107289] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.107554] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.108491] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.108810] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.109120] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.109372] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.109671] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.109977] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.110236] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.110488] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.110752] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.111006] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.111256] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.111564] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.111880] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.112119] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.112356] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.112617] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.112907] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.113193] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.113435] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.113728] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.113960] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.114211] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.114278] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.114585] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.114898] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.115190] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.115443] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.115691] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.115943] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.116226] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.116515] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.116814] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.117047] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.117289] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.117521] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.117776] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.118135] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.118418] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.118669] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.118950] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.119237] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.119521] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.119781] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.120033] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.120273] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.120533] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.120856] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.121092] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.121376] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.121627] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.121916] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.122197] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.122432] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.122666] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.122733] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.122957] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.123188] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.123474] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.123716] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.123782] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.124063] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.124295] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.124594] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.124832] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.125118] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.125401] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.125653] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.125885] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.126118] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.126350] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.126632] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.126701] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.126968] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.127240] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.127519] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.127857] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.127927] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.128151] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.128401] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.128636] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.128916] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.129181] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.129425] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.129491] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.129549] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.129805] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.130061] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.130329] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.130600] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.130836] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.131083] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.131364] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.131658] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.131953] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.132243] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.132539] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.132804] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.133091] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.133360] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.133649] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.133890] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.134176] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.134466] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.134699] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.134986] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.135053] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.135334] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.135586] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.135879] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.136131] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.136376] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.136626] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.136921] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.137221] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.137512] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.137820] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-15T20:35:28.138060] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.138323] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.138633] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.138947] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.139245] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.139316] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.139615] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.139856] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.139925] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.140177] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.140463] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.140749] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.141033] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.141111] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.141396] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.141638] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.141877] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.142166] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.142403] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.142658] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.142900] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.143159] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.143399] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.143655] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.143941] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.144177] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.144467] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.144826] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.145123] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.145425] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.145497] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.145740] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.146038] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.146307] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.146600] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.146870] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.147110] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.147416] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.147682] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.147971] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.148208] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.148277] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.148557] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.148868] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.149134] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.149428] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.149718] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.149973] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.150268] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.150553] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.150858] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.151089] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.151368] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.151618] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.151918] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.152183] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.152253] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.152545] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.152828] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.153067] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.153307] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.153546] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.153862] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.154124] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.154367] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.154612] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.154860] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.155125] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.155422] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.155492] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.155738] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.156033] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.156353] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.156598] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-15T20:35:28.156838] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.156907] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.156979] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.157226] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.157461] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.157724] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.158014] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.158314] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.158604] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.158906] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.159169] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.159458] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.159721] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-15T20:35:28.159962] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.160249] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.160543] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.160813] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.161058] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.161315] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.161591] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.161836] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.162103] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.162343] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.162598] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.162892] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.163179] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.163415] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.163724] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.164041] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.164306] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.164602] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.164887] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.165173] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.165408] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.165700] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.165974] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.166281] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.166601] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.166857] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.167102] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.167396] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.167660] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.167902] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.168156] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.168396] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.168632] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.168918] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.169184] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.169427] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-15T20:35:28.169712] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.169998] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.170286] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.170595] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.170837] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.170908] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.171135] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.171371] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.171607] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.171900] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.172144] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.172405] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.172644] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.172900] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.173188] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.173475] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.173766] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.174066] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.174324] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.174595] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.174903] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.175170] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.175429] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.175722] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.176023] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.176100] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.176171] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.176455] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.176744] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.177029] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.177267] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.177560] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.177843] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.178118] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.178404] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.178473] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.178718] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.179022] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.179275] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.179511] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.179804] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.180045] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.180314] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.180630] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.180872] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.181135] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.181429] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.181667] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.181919] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.181997] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.182279] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.182585] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.182879] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.183117] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.183413] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.183710] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.183957] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.184027] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.184269] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.184505] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.184807] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.185078] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.185148] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.185400] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.185656] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.185941] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.186200] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.186496] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.186797] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.187098] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.187168] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.187452] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.187700] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.187944] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.188237] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.188306] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.188551] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.188868] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.189166] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.189424] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.189669] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.189935] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.190235] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.190522] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.190799] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.190887] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.191177] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.191424] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.191688] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.191983] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.192268] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.192522] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.192834] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.193121] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.193378] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.193619] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.193919] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.194164] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.194465] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.194727] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.195034] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.195284] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.195542] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.195855] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.196113] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.196365] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.196671] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.196981] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.197253] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-15T20:35:28.197513] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-15T20:35:28.197828] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.198072] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.198359] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.198646] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.198910] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.199239] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-15T20:35:28.199502] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.199779] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.200040] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.200334] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.200630] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.200923] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.201211] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.201448] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.201685] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.201970] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.202215] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.202470] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.202709] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.202965] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.203356] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.203655] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.203914] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.204354] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-15T20:35:28.204614] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.204697] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.205007] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.205307] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.205597] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.205852] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-15T20:35:28.206149] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.206437] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.206693] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.206762] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.207034] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.207282] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.207512] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.207603] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.207846] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.207932] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.208244] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.208509] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.208764] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.208835] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.209137] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.209390] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.209640] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.209887] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.210161] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.210429] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.210697] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.210987] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.211072] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.211321] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.211566] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.211657] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.211901] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.212188] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.212473] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.212763] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.212833] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.213144] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.213426] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.213718] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.213979] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.214403] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.214654] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.214930] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.215293] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.215559] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.215877] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.216188] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.216436] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.216730] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.217025] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.217261] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.217498] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.217785] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.218038] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.218272] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.218556] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.218813] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.219069] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.219362] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.219653] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.219942] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.220200] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.220468] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.220730] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.220968] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.221202] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.221486] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.221722] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.222010] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.222303] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.222601] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.222855] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.223137] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.223435] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-15T20:35:28.223504] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.223564] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.223869] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.224120] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.224356] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.224640] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.224891] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.225178] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.225413] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.225665] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.225902] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.225981] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.226265] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.226551] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.226804] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.226875] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.227105] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.227390] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.227459] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.227690] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.227943] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.228230] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.228465] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.228534] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.228852] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.229098] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.229402] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.229672] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.229741] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.229991] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.230249] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.230537] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.230848] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.231134] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.231415] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.231484] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.231764] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.232062] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.232303] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.232542] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.232803] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.233053] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.233348] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.233598] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.233848] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.234105] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.234390] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.234676] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.234962] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.235245] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.235483] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.235767] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.236029] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.236281] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.236516] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.236770] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.237055] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.237343] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.237630] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.237914] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.238149] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.238432] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.238684] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.238924] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.239200] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.239281] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.239515] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.239823] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-15T20:35:28.240112] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.240403] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.240483] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.240732] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.240967] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.241201] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.241438] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.241723] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.241959] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.242256] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.242498] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.242599] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.242885] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.243162] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.243438] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.243524] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.243797] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.244040] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.244329] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.244615] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.244900] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.245137] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.245389] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.245648] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.245900] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.246200] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.246485] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.246773] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.247023] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.247283] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.247590] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.247831] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.248127] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.248364] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.248649] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.248718] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.248947] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.249265] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.249563] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.249869] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.250160] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.250448] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.250688] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.250760] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.251037] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.251274] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.251527] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.251792] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.252083] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.252154] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.252395] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.252684] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.252972] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.253266] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.253338] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.253624] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.254011] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.254274] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.254514] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.254777] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.255067] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.255357] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.255655] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.255911] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.256202] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.256471] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.256727] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.256980] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.257236] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.257488] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.257725] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.258012] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.258248] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.258485] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.258776] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.259041] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.259335] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.259599] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.259842] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.260301] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.260560] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.260886] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.261317] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.261618] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.261891] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.262186] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.262482] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.262743] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.262982] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.263274] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.263563] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.263659] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.263941] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.264404] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.264685] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.264933] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.265179] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.265442] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.265725] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.266031] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.266272] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.266558] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.266860] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.267297] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.267543] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.267635] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.267928] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.268299] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.268560] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.268841] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.269091] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.269393] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.269691] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.269934] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.270365] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.270659] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.270946] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.271330] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.271600] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.271905] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.272205] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.272502] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.272764] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.273063] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.273506] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.273769] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.274260] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.274556] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.274648] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.274948] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.275214] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.275508] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.275781] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.276023] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.276259] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.276549] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.276651] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.276910] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.277190] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.277433] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.277718] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.278008] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.278296] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.278599] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.278891] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.279199] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.279486] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.279738] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.279993] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.280233] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.280473] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.280759] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.281043] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.281326] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.281610] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.281848] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.281922] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.282160] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.282441] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.282683] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.282753] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.282982] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.283267] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.283552] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.283875] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.284180] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.284415] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.284852] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.285152] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.285419] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.285664] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.285914] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.285986] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.286271] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.286527] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.286801] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.286874] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.287123] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-15T20:35:28.287417] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.287654] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.287891] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.287960] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.288021] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.288082] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.288141] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.288420] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.288672] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.288924] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-15T20:35:28.289243] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.289489] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.289559] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.289812] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.290101] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.290171] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.290448] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.290714] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.290976] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.291266] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.291505] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.291806] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.292095] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.292381] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.292618] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.292911] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.293152] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.293444] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.293733] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.293993] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.294231] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.294483] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.294552] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.294637] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.294698] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.294931] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.295184] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.295435] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.295691] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.295925] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.295994] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.296065] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.296351] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.296638] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.296882] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.297182] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.297470] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.297712] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.297968] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.298254] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.298540] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.298633] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.298696] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.298981] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.299303] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.299547] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.299808] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.300119] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.300408] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.300694] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.300980] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.301220] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.301474] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.301762] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.302018] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.302318] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.302610] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.302893] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.303147] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.303376] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.303656] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.303926] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.304170] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.304428] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-15T20:35:28.304712] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.304997] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.305238] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.305481] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.305774] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.306065] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.306323] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.306613] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.306697] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.306945] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.307184] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.307440] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.307680] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.307937] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.308197] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.308436] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.308517] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.308789] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.311969] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.312280] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.312540] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.312850] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.313094] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.313333] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.313632] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.313874] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.314178] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.314468] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.314708] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.314965] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.315255] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.315542] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.315851] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.316110] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.316363] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.316652] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.316896] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.317147] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.317218] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.317279] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.317510] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.317784] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.318078] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.318374] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.318629] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.318919] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.319009] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.319308] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.319609] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.319902] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.320160] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.320405] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.320716] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.320980] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.321050] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.321111] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.321346] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.321615] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.321707] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.321980] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.322275] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.322566] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.322863] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.323138] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.323426] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-15T20:35:28.323666] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.323905] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.324178] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.324434] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.324670] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.324907] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.325189] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.325473] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.325759] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.326041] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.326336] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.326622] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.326856] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.327139] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.327390] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.327643] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.327887] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.328170] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.328451] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.328683] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.328965] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.329284] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.329523] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.329780] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.330071] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.330358] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.330643] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.330902] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.331137] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.331426] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.331663] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.331899] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.332186] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.332423] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.332710] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.332981] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.333217] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.333450] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.333686] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.333971] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.334233] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.334304] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.334535] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.334837] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.334919] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.335200] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.335448] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.335746] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.336021] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.336313] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.336392] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.336686] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.336975] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-15T20:35:28.337210] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.337493] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.337776] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.337849] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.338107] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.338356] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.338658] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.338949] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.339213] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.339503] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.339811] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.340101] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.340359] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.340649] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.340888] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.341128] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.341385] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.341632] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.341875] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.342162] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.342450] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.342707] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.342947] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.343181] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.343466] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.343760] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.343995] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.344245] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.344548] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.344869] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.345130] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.345367] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.345616] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.345855] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.346100] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.346339] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.346625] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.346881] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.347117] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.347404] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.347691] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.347958] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.348359] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.348656] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.348952] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.349385] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.349676] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.349758] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.350147] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.350398] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.350670] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.350970] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.351279] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.351602] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.351908] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.352150] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.352555] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.352982] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.353249] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.353503] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.353603] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.353853] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.354098] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.354408] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.354481] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-15T20:35:28.354542] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.354803] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.354875] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.354939] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.355183] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.356816] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.357064] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.357151] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.357409] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.357705] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.357999] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.358270] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.358522] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-15T20:35:28.358790] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.359073] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.359377] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.359614] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.359896] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.360194] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.360478] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.360554] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.360825] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.361058] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.361342] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.361622] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.361852] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.362139] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.362420] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.362656] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.362886] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.363117] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.363514] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.363603] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.363888] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.364296] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.364595] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.364855] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.365219] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.365463] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.365756] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.365999] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.366294] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.366596] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.366890] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.366962] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.367297] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.367602] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.367842] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.368081] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.368320] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.368619] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.369036] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.369293] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.369550] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.369863] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.370167] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.370461] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.370751] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.371038] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.371316] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.371554] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.371824] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.372060] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.372296] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.372363] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.372605] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.372840] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.373131] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.373391] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-15T20:35:28.373642] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.373920] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.374150] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.374435] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.374780] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.375176] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.375414] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.375707] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.376100] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.376491] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.376794] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.377057] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.377346] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.377602] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.377901] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.378139] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.378529] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.378806] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.379106] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.379406] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.379489] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.379749] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.379995] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.380388] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.380647] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.380937] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.381181] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.381486] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.381565] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.381880] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.382117] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.382469] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.382711] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.383004] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.383298] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.383698] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.383960] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.384308] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.384599] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.384669] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.384905] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.385156] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.385450] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.385716] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.386005] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.386257] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.386324] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.386709] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.386998] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.387253] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.387544] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.387805] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.388097] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.388349] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.388596] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.388834] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.389251] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.389556] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.389885] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.390246] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.390494] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.390843] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.391092] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.391396] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.391652] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.392051] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.392317] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.392596] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.392896] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.393166] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.393514] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.393800] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-15T20:35:28.394095] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.394341] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.394604] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.394906] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.395265] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.395560] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.395653] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.395895] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.396189] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.396496] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.396795] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.397093] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.397341] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.397411] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.397643] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.397713] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.397970] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.398266] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.398549] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.398941] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.399291] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.399597] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.399867] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.400134] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.400434] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.400734] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.401092] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.401359] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.401661] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.401912] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.402170] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.402464] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.402814] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.403131] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.403533] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.403806] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.404104] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.404187] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.404442] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.404689] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.404939] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.405243] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.405502] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.405762] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.406002] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.406238] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.406524] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.406836] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.407099] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.407340] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.407420] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.407483] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.407714] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.407963] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.408214] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.408501] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.408779] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.409090] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.409165] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.409404] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-15T20:35:28.409668] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.410079] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.410488] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.410754] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.411052] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.411356] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.411674] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.411950] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.412032] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.412267] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.412508] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.412823] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.413081] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.413369] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.413657] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.413901] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.414143] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.414398] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.414686] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.414980] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.415222] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.415460] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.415531] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.415837] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.416093] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.416346] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.416612] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.416866] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.417267] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.417351] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.417634] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.417706] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.417943] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.418015] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.418302] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.418549] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.418970] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.419300] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.419374] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.419667] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.419938] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.420295] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.420608] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.420897] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.421200] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.421447] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.421744] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.421986] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.422226] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.422298] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.422606] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.422870] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.423109] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.423351] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.423604] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.423904] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.424157] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.424442] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.424680] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.424928] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.425228] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.425512] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.425774] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.426028] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.426105] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.426354] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.426651] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.426940] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.427232] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.427465] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.427701] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.427999] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.428285] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.428588] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.428937] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.429210] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.429477] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.429742] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.430008] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.430306] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.430562] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.430653] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.430899] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.431214] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.431287] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.431567] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.431854] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.431940] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.432182] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.432418] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.432673] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.432959] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.433244] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.433535] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.433848] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.434105] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.434345] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.434633] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.434882] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.435190] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.435474] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-15T20:35:28.435830] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.436130] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.436387] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.436645] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.436716] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.436956] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.437193] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.437483] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.437746] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.437995] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.438395] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.438694] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.439060] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.439324] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.439396] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.439687] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.439967] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.440328] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.440608] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.440861] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-15T20:35:28.440935] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.441195] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.441502] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.441818] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.442115] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.442412] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.442651] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.442938] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.443185] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.443488] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.443728] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.443969] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.444207] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.444442] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-15T20:35:28.444696] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.445050] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.445347] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.445700] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.445773] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.446036] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.446388] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.446460] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.446747] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.447054] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.447317] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.447611] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.447877] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.448117] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.448353] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.448423] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.448710] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.449065] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.449144] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.449441] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.449740] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.449823] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.449905] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.450312] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.450593] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.451009] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.451409] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.451661] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.451919] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.452274] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.452547] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.452832] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.453103] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.453366] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.453769] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.454021] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.454370] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.454634] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.455043] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.455114] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.455406] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.455754] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.456121] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.456523] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.457026] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.457363] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.457660] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.458014] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.458370] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.458655] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.458729] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.459047] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.459345] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.459644] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.459737] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.460058] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.460355] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.460671] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.460966] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.461233] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.461596] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.461865] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.462127] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.462391] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.462632] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.462711] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.462966] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.463361] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.463445] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.463729] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.463995] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.464294] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.464537] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.464626] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.464872] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.465145] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.465434] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.465714] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.465994] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.466227] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.466459] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.466878] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.467167] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.467462] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.467710] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.467953] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.468213] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.468504] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.468804] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.469078] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.469480] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.469776] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.470078] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.470373] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.470678] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.470977] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.471273] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.471342] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.471618] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.471975] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.472277] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.472537] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.472795] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.473089] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.473380] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.473619] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.473919] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.474153] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.474450] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.474733] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.475027] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.475272] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.475664] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.476009] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.476254] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.476494] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.476735] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.477025] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.477318] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.477404] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.477691] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.477985] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.478383] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.478626] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-15T20:35:28.478969] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.479251] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.479511] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.479593] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.479654] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.479920] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.480195] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.480461] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.481484] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.481805] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.482113] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.482375] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.482765] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.483055] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.483131] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.483383] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.483651] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.483920] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.484211] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.484445] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.484736] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.485031] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.485265] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.485553] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.485853] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.486143] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.486392] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.486673] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.486748] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.487136] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.487381] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.487670] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.487977] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.488283] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.488595] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.488848] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.489195] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.489542] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.489810] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.490052] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.490127] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.490410] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.490652] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.491047] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.491338] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.491597] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.491862] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.491946] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.492215] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.492555] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-15T20:35:28.492833] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.492902] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.492959] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.493256] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.493549] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.493651] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.493727] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.494134] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.494431] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.494729] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.495040] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.495315] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.495727] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.495972] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.496212] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.496454] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.496696] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.496995] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.497251] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.497642] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.497890] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-15T20:35:28.498168] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.498410] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.498480] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.498711] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.499027] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.499297] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.499529] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.499844] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.500138] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.500430] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.500713] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.500974] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.501227] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.501508] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.501776] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.502026] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.502258] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.502324] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.502381] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.502607] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.502673] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.502908] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.503179] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-15T20:35:28.503459] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-15T20:35:28.503691] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.503928] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.504215] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.504472] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.504751] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.505031] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.505281] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.505634] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.505920] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.506178] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.506465] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.506756] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.507149] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.507438] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.507707] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.507964] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.508041] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.508100] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.508347] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.508606] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.508838] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.509077] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.509330] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.509593] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.509664] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.509949] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.510184] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.510473] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-15T20:35:28.510730] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.510997] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.511278] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.511360] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.511596] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.511831] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.512115] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.512342] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.512421] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.512666] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.512914] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.512990] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.513235] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.513469] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.513753] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.514042] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.514299] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.514534] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.514624] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.514858] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.515173] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.515597] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.515900] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.516196] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.516547] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.516862] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.517126] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.517193] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.517442] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.517787] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-15T20:35:28.518048] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.518288] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.518630] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.518887] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.519183] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.519447] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-15T20:35:28.519516] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.519593] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.519886] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.519955] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.520028] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.520374] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.520663] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.520992] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.521374] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.521729] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.522195] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.522510] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.522935] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.523242] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.523634] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.523880] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.524253] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.524491] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.524745] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.524986] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.525267] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.525567] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.526035] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.526346] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.526600] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.526950] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.527025] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.527261] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.527520] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.527801] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.527886] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.528156] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-15T20:35:28.528444] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.528676] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.528917] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.529191] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.529601] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.529906] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.530189] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.530450] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.530740] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.530994] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.531288] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.531587] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.531882] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.531974] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.532227] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.532459] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.532738] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.533021] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.533265] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.533623] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.533923] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.534267] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.534524] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.534806] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.535052] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.535292] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.535532] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.535845] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.536080] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.536327] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.536593] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-15T20:35:28.536831] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.537216] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.537552] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.537843] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.538113] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.538407] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.538702] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.538941] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.539204] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.539498] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.539803] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.540111] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.540351] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.540641] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.541045] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.541396] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.541795] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.542065] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.542311] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.542606] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.542870] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.543180] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.543416] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.543661] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.543977] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.544265] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.544532] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.544623] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.545016] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.545311] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.545383] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.545670] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.545970] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.546045] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.546106] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.546426] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.546721] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.547017] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.547272] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.547533] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.547808] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.548092] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.548345] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.548628] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.548977] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.549300] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.549597] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.549861] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.550285] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.550597] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.550846] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.551146] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-15T20:35:28.551410] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.551703] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.552053] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.552346] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.552610] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.552873] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.552944] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.553006] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.553266] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.553511] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.553794] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.554063] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.554362] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.554649] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.554729] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.554974] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.555330] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.555624] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.555878] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.556129] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.556424] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.556686] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.556929] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.557163] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.557416] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.557718] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.557959] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.558204] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.558491] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.558725] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.559026] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.559269] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.559505] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.559593] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.559667] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.559893] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.560127] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.560377] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.560677] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.560949] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.561216] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.561450] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.561520] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.561926] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-15T20:35:28.562006] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.562287] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.562531] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.562625] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.562689] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.563027] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.563320] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.563614] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.563861] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.563938] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.564225] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.564297] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.564388] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.564679] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.565028] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.565272] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.565515] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.565615] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.565905] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.566256] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.566335] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.566615] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.566965] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.567230] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.567491] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.567754] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.568051] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.568313] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.568660] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.568906] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.569225] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.569522] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.569954] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-15T20:35:28.570215] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.570488] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.570755] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.571021] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.571415] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.571762] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.571833] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.572116] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.572375] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.572668] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.572967] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.573234] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.573536] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.573855] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.573929] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.574218] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.574500] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.574590] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.574823] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.575234] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.575526] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.575843] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.575925] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.576167] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.576239] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.576533] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.576627] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.576691] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.576751] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.577001] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.577261] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.577607] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.577851] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.578095] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.578390] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.578681] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.578940] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.579370] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.579666] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.579944] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.580041] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.580281] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.580597] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.580869] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.581126] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.581363] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.581616] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.581910] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.582147] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.582383] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.582678] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.582970] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.583223] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.583463] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.583709] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.583948] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.584198] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.584485] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.584832] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.585168] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.585415] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.585487] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-15T20:35:28.585726] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-15T20:35:28.586034] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.586303] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.586539] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.586814] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.587107] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.587177] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.587453] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.587689] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.587984] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.588278] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.588359] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.588605] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.588892] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.588962] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.589222] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.589509] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.589817] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.590106] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.590396] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.590662] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.590942] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.591186] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.591265] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.591504] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.591759] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.592157] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.592450] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.592744] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.593038] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.593330] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.593626] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.593902] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.594213] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.594502] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.594773] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-15T20:35:28.595120] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.595411] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.595656] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.595909] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.596159] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.596404] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.596698] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.596952] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.597237] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.597470] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.597755] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.598149] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.598441] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.598706] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.598966] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.599334] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.599637] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.599882] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.600254] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.600655] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.600977] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.601323] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.601628] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.602053] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.602599] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.602902] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.602977] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.603215] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.603482] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.603777] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.604073] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-15T20:35:28.604364] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.604725] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-15T20:35:28.605075] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.605368] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.605633] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.605705] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.605990] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.606341] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.606639] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.606894] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.607193] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.607453] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.607712] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.608015] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.608089] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.608368] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.608603] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-15T20:35:28.608883] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.609122] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.609381] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.609668] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.610031] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.610322] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.610673] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.610919] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.611162] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.611457] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.611704] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.612009] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.612265] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.612555] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.612935] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.613231] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.613475] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.613721] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.614014] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.614258] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.614514] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.614824] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.615188] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.615439] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.615732] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.615976] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.616047] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.616334] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.616628] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.616869] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.617128] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.617205] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.617543] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.617642] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.617944] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.618221] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-15T20:35:28.618302] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.618539] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.618805] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.619121] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.619383] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.619673] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.619960] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.620307] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-15T20:35:28.620590] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.620898] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.621264] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.621527] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.621840] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.622090] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.622163] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.622450] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.622712] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.623005] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.623369] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.623739] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.624039] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.624286] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.624553] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.624917] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.625021] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.625254] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.625536] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.625628] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.625886] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.626262] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.626589] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.626849] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.627170] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.627528] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.627814] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.628060] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.628326] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-15T20:35:28.628397] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.628658] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.628964] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.629251] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.629546] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.629982] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.630261] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.630560] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.630853] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.631172] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.631468] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.631817] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.632112] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.632406] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.632669] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.632962] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.633257] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.633497] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.633817] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.634144] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.634382] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.634632] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.634878] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.635276] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-15T20:35:28.635523] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.635836] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.636104] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-15T20:35:28.636398] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.636664] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.636900] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.636970] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.637044] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-15T20:35:28.637330] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.637566] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.637833] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-15T20:35:28.638114] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-15T20:35:28.638369] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.638622] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.638877] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.639277] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.639522] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.639612] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.639848] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.640145] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.640214] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-15T20:35:28.640465] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.640724] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.641119] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.641362] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-15T20:35:28.641603] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.641908] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.642171] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.642589] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.642984] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.643302] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.643376] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.643620] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-15T20:35:28.644667] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-15T20:35:28.646608] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.646898] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.647139] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-15T20:35:28.647397] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.647709] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-15T20:35:28.648027] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.648293] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.648603] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.648954] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.649244] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-15T20:35:28.649542] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.649930] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.650349] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-15T20:35:28.650598] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.650879] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-15T20:35:28.651195] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.651440] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.651842] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-15T20:35:28.652144] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.652413] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-15T20:35:28.652676] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.652937] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.653021] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-15T20:35:28.653280] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.653635] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-15T20:35:28.653943] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-15T20:35:28.654257] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-15T20:35:28.654510] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-15T20:35:28.654768] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.655027] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-15T20:35:28.655259] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-15T20:35:28.655545] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-15T20:35:28.655821] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.656217] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-15T20:35:28.656514] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-15T20:35:28.656883] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-15T20:35:28.657400] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-15T20:35:28.657924] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-15T20:35:28.659999] [INFO ] [LOCAL     ] Saved consolidated report: 3591 forecasts -> ./output/forecasts/full/2025-12-16.txt
[2025-12-15T20:35:28.660054] [INFO ] [sig       ] [45/45] Successfully generated report for 2025-12-16: 3591 entries
[2025-12-15T20:35:28.660088] [INFO ] [sig       ] ==================================================
[2025-12-15T20:35:28.660117] [INFO ] [sig       ] Report generation complete: 45/45 reports succeeded
[2025-12-15T20:35:29.604701] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-15T20:35:29.604882] [INFO ] [sig       ] Email notification sent
[2025-12-15T20:35:29.605516] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-15T20:35:29.605733] [INFO ] [STATE     ] Last completion updated: 2025-12-15T20:35:29.605594